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<title>Week6作业</title>

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<style type="text/css">
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/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
html {
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body {
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article,
aside,
details,
figcaption,
figure,
footer,
header,
hgroup,
main,
menu,
nav,
section,
summary {
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audio,
canvas,
progress,
video {
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audio:not([controls]) {
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[hidden],
template {
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a {
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a:active,
a:hover {
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abbr[title] {
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b,
strong {
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dfn {
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h1 {
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mark {
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small {
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sub,
sup {
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sup {
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sub {
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img {
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svg:not(:root) {
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figure {
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hr {
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pre {
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code,
kbd,
pre,
samp {
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button,
input,
optgroup,
select,
textarea {
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button {
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button,
select {
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button,
html input[type="button"],
input[type="reset"],
input[type="submit"] {
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button[disabled],
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button::-moz-focus-inner,
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input {
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input[type="checkbox"],
input[type="radio"] {
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input[type="number"]::-webkit-inner-spin-button,
input[type="number"]::-webkit-outer-spin-button {
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input[type="search"] {
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input[type="search"]::-webkit-search-cancel-button,
input[type="search"]::-webkit-search-decoration {
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fieldset {
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legend {
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textarea {
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optgroup {
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table {
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td,
th {
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/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
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}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.fa-pull-left {
  float: left;
}
.fa-pull-right {
  float: right;
}
.fa.fa-pull-left {
  margin-right: .3em;
}
.fa.fa-pull-right {
  margin-left: .3em;
}
/* Deprecated as of 4.4.0 */
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
.fa-pulse {
  -webkit-animation: fa-spin 1s infinite steps(8);
  animation: fa-spin 1s infinite steps(8);
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook-f:before,
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-feed:before,
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before,
.fa-gratipay:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper-pp:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-resistance:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-y-combinator-square:before,
.fa-yc-square:before,
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
.fa-buysellads:before {
  content: "\f20d";
}
.fa-connectdevelop:before {
  content: "\f20e";
}
.fa-dashcube:before {
  content: "\f210";
}
.fa-forumbee:before {
  content: "\f211";
}
.fa-leanpub:before {
  content: "\f212";
}
.fa-sellsy:before {
  content: "\f213";
}
.fa-shirtsinbulk:before {
  content: "\f214";
}
.fa-simplybuilt:before {
  content: "\f215";
}
.fa-skyatlas:before {
  content: "\f216";
}
.fa-cart-plus:before {
  content: "\f217";
}
.fa-cart-arrow-down:before {
  content: "\f218";
}
.fa-diamond:before {
  content: "\f219";
}
.fa-ship:before {
  content: "\f21a";
}
.fa-user-secret:before {
  content: "\f21b";
}
.fa-motorcycle:before {
  content: "\f21c";
}
.fa-street-view:before {
  content: "\f21d";
}
.fa-heartbeat:before {
  content: "\f21e";
}
.fa-venus:before {
  content: "\f221";
}
.fa-mars:before {
  content: "\f222";
}
.fa-mercury:before {
  content: "\f223";
}
.fa-intersex:before,
.fa-transgender:before {
  content: "\f224";
}
.fa-transgender-alt:before {
  content: "\f225";
}
.fa-venus-double:before {
  content: "\f226";
}
.fa-mars-double:before {
  content: "\f227";
}
.fa-venus-mars:before {
  content: "\f228";
}
.fa-mars-stroke:before {
  content: "\f229";
}
.fa-mars-stroke-v:before {
  content: "\f22a";
}
.fa-mars-stroke-h:before {
  content: "\f22b";
}
.fa-neuter:before {
  content: "\f22c";
}
.fa-genderless:before {
  content: "\f22d";
}
.fa-facebook-official:before {
  content: "\f230";
}
.fa-pinterest-p:before {
  content: "\f231";
}
.fa-whatsapp:before {
  content: "\f232";
}
.fa-server:before {
  content: "\f233";
}
.fa-user-plus:before {
  content: "\f234";
}
.fa-user-times:before {
  content: "\f235";
}
.fa-hotel:before,
.fa-bed:before {
  content: "\f236";
}
.fa-viacoin:before {
  content: "\f237";
}
.fa-train:before {
  content: "\f238";
}
.fa-subway:before {
  content: "\f239";
}
.fa-medium:before {
  content: "\f23a";
}
.fa-yc:before,
.fa-y-combinator:before {
  content: "\f23b";
}
.fa-optin-monster:before {
  content: "\f23c";
}
.fa-opencart:before {
  content: "\f23d";
}
.fa-expeditedssl:before {
  content: "\f23e";
}
.fa-battery-4:before,
.fa-battery:before,
.fa-battery-full:before {
  content: "\f240";
}
.fa-battery-3:before,
.fa-battery-three-quarters:before {
  content: "\f241";
}
.fa-battery-2:before,
.fa-battery-half:before {
  content: "\f242";
}
.fa-battery-1:before,
.fa-battery-quarter:before {
  content: "\f243";
}
.fa-battery-0:before,
.fa-battery-empty:before {
  content: "\f244";
}
.fa-mouse-pointer:before {
  content: "\f245";
}
.fa-i-cursor:before {
  content: "\f246";
}
.fa-object-group:before {
  content: "\f247";
}
.fa-object-ungroup:before {
  content: "\f248";
}
.fa-sticky-note:before {
  content: "\f249";
}
.fa-sticky-note-o:before {
  content: "\f24a";
}
.fa-cc-jcb:before {
  content: "\f24b";
}
.fa-cc-diners-club:before {
  content: "\f24c";
}
.fa-clone:before {
  content: "\f24d";
}
.fa-balance-scale:before {
  content: "\f24e";
}
.fa-hourglass-o:before {
  content: "\f250";
}
.fa-hourglass-1:before,
.fa-hourglass-start:before {
  content: "\f251";
}
.fa-hourglass-2:before,
.fa-hourglass-half:before {
  content: "\f252";
}
.fa-hourglass-3:before,
.fa-hourglass-end:before {
  content: "\f253";
}
.fa-hourglass:before {
  content: "\f254";
}
.fa-hand-grab-o:before,
.fa-hand-rock-o:before {
  content: "\f255";
}
.fa-hand-stop-o:before,
.fa-hand-paper-o:before {
  content: "\f256";
}
.fa-hand-scissors-o:before {
  content: "\f257";
}
.fa-hand-lizard-o:before {
  content: "\f258";
}
.fa-hand-spock-o:before {
  content: "\f259";
}
.fa-hand-pointer-o:before {
  content: "\f25a";
}
.fa-hand-peace-o:before {
  content: "\f25b";
}
.fa-trademark:before {
  content: "\f25c";
}
.fa-registered:before {
  content: "\f25d";
}
.fa-creative-commons:before {
  content: "\f25e";
}
.fa-gg:before {
  content: "\f260";
}
.fa-gg-circle:before {
  content: "\f261";
}
.fa-tripadvisor:before {
  content: "\f262";
}
.fa-odnoklassniki:before {
  content: "\f263";
}
.fa-odnoklassniki-square:before {
  content: "\f264";
}
.fa-get-pocket:before {
  content: "\f265";
}
.fa-wikipedia-w:before {
  content: "\f266";
}
.fa-safari:before {
  content: "\f267";
}
.fa-chrome:before {
  content: "\f268";
}
.fa-firefox:before {
  content: "\f269";
}
.fa-opera:before {
  content: "\f26a";
}
.fa-internet-explorer:before {
  content: "\f26b";
}
.fa-tv:before,
.fa-television:before {
  content: "\f26c";
}
.fa-contao:before {
  content: "\f26d";
}
.fa-500px:before {
  content: "\f26e";
}
.fa-amazon:before {
  content: "\f270";
}
.fa-calendar-plus-o:before {
  content: "\f271";
}
.fa-calendar-minus-o:before {
  content: "\f272";
}
.fa-calendar-times-o:before {
  content: "\f273";
}
.fa-calendar-check-o:before {
  content: "\f274";
}
.fa-industry:before {
  content: "\f275";
}
.fa-map-pin:before {
  content: "\f276";
}
.fa-map-signs:before {
  content: "\f277";
}
.fa-map-o:before {
  content: "\f278";
}
.fa-map:before {
  content: "\f279";
}
.fa-commenting:before {
  content: "\f27a";
}
.fa-commenting-o:before {
  content: "\f27b";
}
.fa-houzz:before {
  content: "\f27c";
}
.fa-vimeo:before {
  content: "\f27d";
}
.fa-black-tie:before {
  content: "\f27e";
}
.fa-fonticons:before {
  content: "\f280";
}
.fa-reddit-alien:before {
  content: "\f281";
}
.fa-edge:before {
  content: "\f282";
}
.fa-credit-card-alt:before {
  content: "\f283";
}
.fa-codiepie:before {
  content: "\f284";
}
.fa-modx:before {
  content: "\f285";
}
.fa-fort-awesome:before {
  content: "\f286";
}
.fa-usb:before {
  content: "\f287";
}
.fa-product-hunt:before {
  content: "\f288";
}
.fa-mixcloud:before {
  content: "\f289";
}
.fa-scribd:before {
  content: "\f28a";
}
.fa-pause-circle:before {
  content: "\f28b";
}
.fa-pause-circle-o:before {
  content: "\f28c";
}
.fa-stop-circle:before {
  content: "\f28d";
}
.fa-stop-circle-o:before {
  content: "\f28e";
}
.fa-shopping-bag:before {
  content: "\f290";
}
.fa-shopping-basket:before {
  content: "\f291";
}
.fa-hashtag:before {
  content: "\f292";
}
.fa-bluetooth:before {
  content: "\f293";
}
.fa-bluetooth-b:before {
  content: "\f294";
}
.fa-percent:before {
  content: "\f295";
}
.fa-gitlab:before {
  content: "\f296";
}
.fa-wpbeginner:before {
  content: "\f297";
}
.fa-wpforms:before {
  content: "\f298";
}
.fa-envira:before {
  content: "\f299";
}
.fa-universal-access:before {
  content: "\f29a";
}
.fa-wheelchair-alt:before {
  content: "\f29b";
}
.fa-question-circle-o:before {
  content: "\f29c";
}
.fa-blind:before {
  content: "\f29d";
}
.fa-audio-description:before {
  content: "\f29e";
}
.fa-volume-control-phone:before {
  content: "\f2a0";
}
.fa-braille:before {
  content: "\f2a1";
}
.fa-assistive-listening-systems:before {
  content: "\f2a2";
}
.fa-asl-interpreting:before,
.fa-american-sign-language-interpreting:before {
  content: "\f2a3";
}
.fa-deafness:before,
.fa-hard-of-hearing:before,
.fa-deaf:before {
  content: "\f2a4";
}
.fa-glide:before {
  content: "\f2a5";
}
.fa-glide-g:before {
  content: "\f2a6";
}
.fa-signing:before,
.fa-sign-language:before {
  content: "\f2a7";
}
.fa-low-vision:before {
  content: "\f2a8";
}
.fa-viadeo:before {
  content: "\f2a9";
}
.fa-viadeo-square:before {
  content: "\f2aa";
}
.fa-snapchat:before {
  content: "\f2ab";
}
.fa-snapchat-ghost:before {
  content: "\f2ac";
}
.fa-snapchat-square:before {
  content: "\f2ad";
}
.fa-pied-piper:before {
  content: "\f2ae";
}
.fa-first-order:before {
  content: "\f2b0";
}
.fa-yoast:before {
  content: "\f2b1";
}
.fa-themeisle:before {
  content: "\f2b2";
}
.fa-google-plus-circle:before,
.fa-google-plus-official:before {
  content: "\f2b3";
}
.fa-fa:before,
.fa-font-awesome:before {
  content: "\f2b4";
}
.fa-handshake-o:before {
  content: "\f2b5";
}
.fa-envelope-open:before {
  content: "\f2b6";
}
.fa-envelope-open-o:before {
  content: "\f2b7";
}
.fa-linode:before {
  content: "\f2b8";
}
.fa-address-book:before {
  content: "\f2b9";
}
.fa-address-book-o:before {
  content: "\f2ba";
}
.fa-vcard:before,
.fa-address-card:before {
  content: "\f2bb";
}
.fa-vcard-o:before,
.fa-address-card-o:before {
  content: "\f2bc";
}
.fa-user-circle:before {
  content: "\f2bd";
}
.fa-user-circle-o:before {
  content: "\f2be";
}
.fa-user-o:before {
  content: "\f2c0";
}
.fa-id-badge:before {
  content: "\f2c1";
}
.fa-drivers-license:before,
.fa-id-card:before {
  content: "\f2c2";
}
.fa-drivers-license-o:before,
.fa-id-card-o:before {
  content: "\f2c3";
}
.fa-quora:before {
  content: "\f2c4";
}
.fa-free-code-camp:before {
  content: "\f2c5";
}
.fa-telegram:before {
  content: "\f2c6";
}
.fa-thermometer-4:before,
.fa-thermometer:before,
.fa-thermometer-full:before {
  content: "\f2c7";
}
.fa-thermometer-3:before,
.fa-thermometer-three-quarters:before {
  content: "\f2c8";
}
.fa-thermometer-2:before,
.fa-thermometer-half:before {
  content: "\f2c9";
}
.fa-thermometer-1:before,
.fa-thermometer-quarter:before {
  content: "\f2ca";
}
.fa-thermometer-0:before,
.fa-thermometer-empty:before {
  content: "\f2cb";
}
.fa-shower:before {
  content: "\f2cc";
}
.fa-bathtub:before,
.fa-s15:before,
.fa-bath:before {
  content: "\f2cd";
}
.fa-podcast:before {
  content: "\f2ce";
}
.fa-window-maximize:before {
  content: "\f2d0";
}
.fa-window-minimize:before {
  content: "\f2d1";
}
.fa-window-restore:before {
  content: "\f2d2";
}
.fa-times-rectangle:before,
.fa-window-close:before {
  content: "\f2d3";
}
.fa-times-rectangle-o:before,
.fa-window-close-o:before {
  content: "\f2d4";
}
.fa-bandcamp:before {
  content: "\f2d5";
}
.fa-grav:before {
  content: "\f2d6";
}
.fa-etsy:before {
  content: "\f2d7";
}
.fa-imdb:before {
  content: "\f2d8";
}
.fa-ravelry:before {
  content: "\f2d9";
}
.fa-eercast:before {
  content: "\f2da";
}
.fa-microchip:before {
  content: "\f2db";
}
.fa-snowflake-o:before {
  content: "\f2dc";
}
.fa-superpowers:before {
  content: "\f2dd";
}
.fa-wpexplorer:before {
  content: "\f2de";
}
.fa-meetup:before {
  content: "\f2e0";
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  padding: 0;
  margin: -1px;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
div.traceback-wrapper pre.traceback {
  max-height: 600px;
  overflow: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  display: flex;
  flex-direction: row;
  justify-content: space-between;
  padding: 5px;
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
[dir="rtl"] #ipython_notebook {
  margin-right: 10px;
  margin-left: 0;
}
[dir="rtl"] #ipython_notebook.pull-left {
  float: right !important;
  float: right;
}
.flex-spacer {
  flex: 1;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#kernel_logo_widget {
  margin: 0 10px;
}
span#login_widget {
  float: right;
}
[dir="rtl"] span#login_widget {
  float: left;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
.modal-header {
  cursor: move;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
[dir="rtl"] .center-nav form.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] .center-nav .navbar-text {
  float: right;
}
[dir="rtl"] .navbar-inner {
  text-align: right;
}
[dir="rtl"] div.text-left {
  text-align: right;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  overflow: hidden;
  cursor: pointer;
  opacity: 0;
  z-index: 2;
}
.alternate_upload .btn-xs > input.fileinput {
  margin: -1px -5px;
}
.alternate_upload .btn-upload {
  position: relative;
  height: 22px;
}
::-webkit-file-upload-button {
  cursor: pointer;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
ul#tabs {
  margin-bottom: 4px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
[dir="rtl"] ul#tabs.nav-tabs > li {
  float: right;
}
[dir="rtl"] ul#tabs.nav.nav-tabs {
  padding-right: 0;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .list_toolbar .col-sm-4,
[dir="rtl"] .list_toolbar .col-sm-8 {
  float: right;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: text-bottom;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
[dir="rtl"] .list_item > div input {
  margin-right: 0;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_modified {
  margin-right: 7px;
  margin-left: 7px;
}
[dir="rtl"] .item_modified.pull-right {
  float: left !important;
  float: left;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
[dir="rtl"] .item_buttons.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .item_buttons .kernel-name {
  margin-left: 7px;
  float: right;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
.sort_button {
  display: inline-block;
  padding-left: 7px;
}
[dir="rtl"] .sort_button.pull-right {
  float: left !important;
  float: left;
}
#tree-selector {
  padding-right: 0px;
}
#button-select-all {
  min-width: 50px;
}
[dir="rtl"] #button-select-all.btn {
  float: right ;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
  margin-top: 2px;
  height: 16px;
}
[dir="rtl"] #select-all.pull-left {
  float: right !important;
  float: right;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.fa-pull-left {
  margin-right: .3em;
}
.folder_icon:before.fa-pull-right {
  margin-left: .3em;
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.fa-pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.fa-pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.fa-pull-left {
  margin-right: .3em;
}
.file_icon:before.fa-pull-right {
  margin-left: .3em;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
#new-menu .dropdown-header {
  font-size: 10px;
  border-bottom: 1px solid #e5e5e5;
  padding: 0 0 3px;
  margin: -3px 20px 0;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.move-button {
  display: none;
}
.download-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.fa-pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.fa-pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
.CodeMirror-dialog {
  background-color: #fff;
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI escape sequences */
/* The color values are a mix of
   http://www.xcolors.net/dl/baskerville-ivorylight and
   http://www.xcolors.net/dl/euphrasia */
.ansi-black-fg {
  color: #3E424D;
}
.ansi-black-bg {
  background-color: #3E424D;
}
.ansi-black-intense-fg {
  color: #282C36;
}
.ansi-black-intense-bg {
  background-color: #282C36;
}
.ansi-red-fg {
  color: #E75C58;
}
.ansi-red-bg {
  background-color: #E75C58;
}
.ansi-red-intense-fg {
  color: #B22B31;
}
.ansi-red-intense-bg {
  background-color: #B22B31;
}
.ansi-green-fg {
  color: #00A250;
}
.ansi-green-bg {
  background-color: #00A250;
}
.ansi-green-intense-fg {
  color: #007427;
}
.ansi-green-intense-bg {
  background-color: #007427;
}
.ansi-yellow-fg {
  color: #DDB62B;
}
.ansi-yellow-bg {
  background-color: #DDB62B;
}
.ansi-yellow-intense-fg {
  color: #B27D12;
}
.ansi-yellow-intense-bg {
  background-color: #B27D12;
}
.ansi-blue-fg {
  color: #208FFB;
}
.ansi-blue-bg {
  background-color: #208FFB;
}
.ansi-blue-intense-fg {
  color: #0065CA;
}
.ansi-blue-intense-bg {
  background-color: #0065CA;
}
.ansi-magenta-fg {
  color: #D160C4;
}
.ansi-magenta-bg {
  background-color: #D160C4;
}
.ansi-magenta-intense-fg {
  color: #A03196;
}
.ansi-magenta-intense-bg {
  background-color: #A03196;
}
.ansi-cyan-fg {
  color: #60C6C8;
}
.ansi-cyan-bg {
  background-color: #60C6C8;
}
.ansi-cyan-intense-fg {
  color: #258F8F;
}
.ansi-cyan-intense-bg {
  background-color: #258F8F;
}
.ansi-white-fg {
  color: #C5C1B4;
}
.ansi-white-bg {
  background-color: #C5C1B4;
}
.ansi-white-intense-fg {
  color: #A1A6B2;
}
.ansi-white-intense-bg {
  background-color: #A1A6B2;
}
.ansi-default-inverse-fg {
  color: #FFFFFF;
}
.ansi-default-inverse-bg {
  background-color: #000000;
}
.ansi-bold {
  font-weight: bold;
}
.ansi-underline {
  text-decoration: underline;
}
/* The following styles are deprecated an will be removed in a future version */
.ansibold {
  font-weight: bold;
}
.ansi-inverse {
  outline: 0.5px dotted;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  position: relative;
  overflow: visible;
}
div.cell:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: transparent;
}
div.cell.jupyter-soft-selected {
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected,
div.cell.selected.jupyter-soft-selected {
  border-color: #ababab;
}
div.cell.selected:before,
div.cell.selected.jupyter-soft-selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #42A5F5;
}
@media print {
  div.cell.selected,
  div.cell.selected.jupyter-soft-selected {
    border-color: transparent;
  }
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
}
.edit_mode div.cell.selected:before {
  position: absolute;
  display: block;
  top: -1px;
  left: -1px;
  width: 5px;
  height: calc(100% +  2px);
  content: '';
  background: #66BB6A;
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  /* Note that this should set vertical padding only, since CodeMirror assumes
       that horizontal padding will be set on CodeMirror pre */
  padding: 0.4em 0;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
    use .CodeMirror-lines for vertical */
  padding: 0 0.4em;
  border: 0;
  border-radius: 0;
}
.CodeMirror-cursor {
  border-left: 1.4px solid black;
}
@media screen and (min-width: 2138px) and (max-width: 4319px) {
  .CodeMirror-cursor {
    border-left: 2px solid black;
  }
}
@media screen and (min-width: 4320px) {
  .CodeMirror-cursor {
    border-left: 4px solid black;
  }
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url();
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
div.output_area .mglyph > img {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 1px 0 1px 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul:not(.list-inline),
.rendered_html ol:not(.list-inline) {
  padding-left: 2em;
}
.rendered_html ul {
  list-style: disc;
}
.rendered_html ul ul {
  list-style: square;
  margin-top: 0;
}
.rendered_html ul ul ul {
  list-style: circle;
}
.rendered_html ol {
  list-style: decimal;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin-top: 0;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
  padding: 0px;
  background-color: #fff;
}
.rendered_html code {
  background-color: #eff0f1;
}
.rendered_html p code {
  padding: 1px 5px;
}
.rendered_html pre code {
  background-color: #fff;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  color: #000;
  font-size: 100%;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: none;
  border-collapse: collapse;
  border-spacing: 0;
  color: black;
  font-size: 12px;
  table-layout: fixed;
}
.rendered_html thead {
  border-bottom: 1px solid black;
  vertical-align: bottom;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  text-align: right;
  vertical-align: middle;
  padding: 0.5em 0.5em;
  line-height: normal;
  white-space: normal;
  max-width: none;
  border: none;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html tbody tr:nth-child(odd) {
  background: #f5f5f5;
}
.rendered_html tbody tr:hover {
  background: rgba(66, 165, 245, 0.2);
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
.rendered_html .alert {
  margin-bottom: initial;
}
.rendered_html * + .alert {
  margin-top: 1em;
}
[dir="rtl"] .rendered_html p {
  text-align: right;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.rendered .rendered_html tr,
.text_cell.rendered .rendered_html th,
.text_cell.rendered .rendered_html td {
  max-width: none;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.text_cell .dropzone .input_area {
  border: 2px dashed #bababa;
  margin: -1px;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
.jupyter-keybindings {
  padding: 1px;
  line-height: 24px;
  border-bottom: 1px solid gray;
}
.jupyter-keybindings input {
  margin: 0;
  padding: 0;
  border: none;
}
.jupyter-keybindings i {
  padding: 6px;
}
.well code {
  background-color: #ffffff;
  border-color: #ababab;
  border-width: 1px;
  border-style: solid;
  padding: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.tags_button_container {
  width: 100%;
  display: flex;
}
.tag-container {
  display: flex;
  flex-direction: row;
  flex-grow: 1;
  overflow: hidden;
  position: relative;
}
.tag-container > * {
  margin: 0 4px;
}
.remove-tag-btn {
  margin-left: 4px;
}
.tags-input {
  display: flex;
}
.cell-tag:last-child:after {
  content: "";
  position: absolute;
  right: 0;
  width: 40px;
  height: 100%;
  /* Fade to background color of cell toolbar */
  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
}
.tags-input > * {
  margin-left: 4px;
}
.cell-tag,
.tags-input input,
.tags-input button {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  box-shadow: none;
  width: inherit;
  font-size: inherit;
  height: 22px;
  line-height: 22px;
  padding: 0px 4px;
  display: inline-block;
}
.cell-tag:focus,
.tags-input input:focus,
.tags-input button:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.cell-tag::-moz-placeholder,
.tags-input input::-moz-placeholder,
.tags-input button::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.cell-tag:-ms-input-placeholder,
.tags-input input:-ms-input-placeholder,
.tags-input button:-ms-input-placeholder {
  color: #999;
}
.cell-tag::-webkit-input-placeholder,
.tags-input input::-webkit-input-placeholder,
.tags-input button::-webkit-input-placeholder {
  color: #999;
}
.cell-tag::-ms-expand,
.tags-input input::-ms-expand,
.tags-input button::-ms-expand {
  border: 0;
  background-color: transparent;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
.cell-tag[readonly],
.tags-input input[readonly],
.tags-input button[readonly],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  background-color: #eeeeee;
  opacity: 1;
}
.cell-tag[disabled],
.tags-input input[disabled],
.tags-input button[disabled],
fieldset[disabled] .cell-tag,
fieldset[disabled] .tags-input input,
fieldset[disabled] .tags-input button {
  cursor: not-allowed;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button {
  height: auto;
}
select.cell-tag,
select.tags-input input,
select.tags-input button {
  height: 30px;
  line-height: 30px;
}
textarea.cell-tag,
textarea.tags-input input,
textarea.tags-input button,
select[multiple].cell-tag,
select[multiple].tags-input input,
select[multiple].tags-input button {
  height: auto;
}
.cell-tag,
.tags-input button {
  padding: 0px 4px;
}
.cell-tag {
  background-color: #fff;
  white-space: nowrap;
}
.tags-input input[type=text]:focus {
  outline: none;
  box-shadow: none;
  border-color: #ccc;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
[dir="rtl"] #kernel_logo_widget {
  float: left !important;
  float: left;
}
.modal .modal-body .move-path {
  display: flex;
  flex-direction: row;
  justify-content: space;
  align-items: center;
}
.modal .modal-body .move-path .server-root {
  padding-right: 20px;
}
.modal .modal-body .move-path .path-input {
  flex: 1;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
[dir="rtl"] #menubar .navbar-toggle {
  float: right;
}
[dir="rtl"] #menubar .navbar-collapse {
  clear: right;
}
[dir="rtl"] #menubar .navbar-nav {
  float: right;
}
[dir="rtl"] #menubar .nav {
  padding-right: 0px;
}
[dir="rtl"] #menubar .navbar-nav > li {
  float: right;
}
[dir="rtl"] #menubar .navbar-right {
  float: left !important;
}
[dir="rtl"] ul.dropdown-menu {
  text-align: right;
  left: auto;
}
[dir="rtl"] ul#new-menu.dropdown-menu {
  right: auto;
  left: 0;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
[dir="rtl"] i.menu-icon.pull-right {
  float: left !important;
  float: left;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
[dir="rtl"] ul#help_menu li a {
  padding-left: 2.2em;
}
[dir="rtl"] ul#help_menu li a i {
  margin-right: 0;
  margin-left: -1.2em;
}
[dir="rtl"] ul#help_menu li a i.pull-right {
  float: left !important;
  float: left;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
[dir="rtl"] .dropdown-submenu > .dropdown-menu {
  right: 100%;
  margin-right: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.fa-pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.fa-pull-right {
  margin-left: .3em;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
[dir="rtl"] .dropdown-submenu > a:after {
  float: left;
  content: "\f0d9";
  margin-right: 0;
  margin-left: -10px;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
[dir="rtl"] #notification_area {
  float: left !important;
  float: left;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] .indicator_area {
  float: left !important;
  float: left;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
[dir="rtl"] #kernel_indicator {
  float: left !important;
  float: left;
  border-left: 0;
  border-right: 1px solid;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
[dir="rtl"] #modal_indicator {
  float: left !important;
  float: left;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.fa-pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.fa-pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.fa-pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.fa-pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  height: 30px;
  margin-top: 4px;
  display: flex;
  justify-content: flex-start;
  align-items: baseline;
  width: 50%;
  flex: 1;
}
span.save_widget span.filename {
  height: 100%;
  line-height: 1em;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  text-overflow: ellipsis;
  overflow: hidden;
  white-space: nowrap;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
[dir="rtl"] span.save_widget.pull-left {
  float: right !important;
  float: right;
}
[dir="rtl"] span.save_widget span.filename {
  margin-left: 0;
  margin-right: 16px;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
  white-space: nowrap;
  padding: 0 5px;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
    padding: 0 0 0 5px;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
.toolbar-btn-label {
  margin-left: 6px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
  padding-top: 11px;
  padding-bottom: 3px;
}
#maintoolbar .navbar-text {
  float: none;
  vertical-align: middle;
  text-align: right;
  margin-left: 5px;
  margin-right: 0px;
  margin-top: 0px;
}
.select-xs {
  height: 24px;
}
[dir="rtl"] .btn-group > .btn,
.btn-group-vertical > .btn {
  float: right;
}
.pulse,
.dropdown-menu > li > a.pulse,
li.pulse > a.dropdown-toggle,
li.pulse.open > a.dropdown-toggle {
  background-color: #F37626;
  color: white;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
 * of chance of beeing generated from the ../less/[samename].less file, you can
 * try to get back the less file by reverting somme commit in history
 **/
/*
 * We'll try to get something pretty, so we
 * have some strange css to have the scroll bar on
 * the left with fix button on the top right of the tooltip
 */
@-moz-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-webkit-keyframes fadeOut {
  from {
    opacity: 1;
  }
  to {
    opacity: 0;
  }
}
@-moz-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
@-webkit-keyframes fadeIn {
  from {
    opacity: 0;
  }
  to {
    opacity: 1;
  }
}
/*properties of tooltip after "expand"*/
.bigtooltip {
  overflow: auto;
  height: 200px;
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
}
/*properties of tooltip before "expand"*/
.smalltooltip {
  -webkit-transition-property: height;
  -webkit-transition-duration: 500ms;
  -moz-transition-property: height;
  -moz-transition-duration: 500ms;
  transition-property: height;
  transition-duration: 500ms;
  text-overflow: ellipsis;
  overflow: hidden;
  height: 80px;
}
.tooltipbuttons {
  position: absolute;
  padding-right: 15px;
  top: 0px;
  right: 0px;
}
.tooltiptext {
  /*avoid the button to overlap on some docstring*/
  padding-right: 30px;
}
.ipython_tooltip {
  max-width: 700px;
  /*fade-in animation when inserted*/
  -webkit-animation: fadeOut 400ms;
  -moz-animation: fadeOut 400ms;
  animation: fadeOut 400ms;
  -webkit-animation: fadeIn 400ms;
  -moz-animation: fadeIn 400ms;
  animation: fadeIn 400ms;
  vertical-align: middle;
  background-color: #f7f7f7;
  overflow: visible;
  border: #ababab 1px solid;
  outline: none;
  padding: 3px;
  margin: 0px;
  padding-left: 7px;
  font-family: monospace;
  min-height: 50px;
  -moz-box-shadow: 0px 6px 10px -1px #adadad;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  border-radius: 2px;
  position: absolute;
  z-index: 1000;
}
.ipython_tooltip a {
  float: right;
}
.ipython_tooltip .tooltiptext pre {
  border: 0;
  border-radius: 0;
  font-size: 100%;
  background-color: #f7f7f7;
}
.pretooltiparrow {
  left: 0px;
  margin: 0px;
  top: -16px;
  width: 40px;
  height: 16px;
  overflow: hidden;
  position: absolute;
}
.pretooltiparrow:before {
  background-color: #f7f7f7;
  border: 1px #ababab solid;
  z-index: 11;
  content: "";
  position: absolute;
  left: 15px;
  top: 10px;
  width: 25px;
  height: 25px;
  -webkit-transform: rotate(45deg);
  -moz-transform: rotate(45deg);
  -ms-transform: rotate(45deg);
  -o-transform: rotate(45deg);
}
ul.typeahead-list i {
  margin-left: -10px;
  width: 18px;
}
[dir="rtl"] ul.typeahead-list i {
  margin-left: 0;
  margin-right: -10px;
}
ul.typeahead-list {
  max-height: 80vh;
  overflow: auto;
}
ul.typeahead-list > li > a {
  /** Firefox bug **/
  /* see https://github.com/jupyter/notebook/issues/559 */
  white-space: normal;
}
ul.typeahead-list  > li > a.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .typeahead-list {
  text-align: right;
}
.cmd-palette .modal-body {
  padding: 7px;
}
.cmd-palette form {
  background: white;
}
.cmd-palette input {
  outline: none;
}
.no-shortcut {
  min-width: 20px;
  color: transparent;
}
[dir="rtl"] .no-shortcut.pull-right {
  float: left !important;
  float: left;
}
[dir="rtl"] .command-shortcut.pull-right {
  float: left !important;
  float: left;
}
.command-shortcut:before {
  content: "(command mode)";
  padding-right: 3px;
  color: #777777;
}
.edit-shortcut:before {
  content: "(edit)";
  padding-right: 3px;
  color: #777777;
}
[dir="rtl"] .edit-shortcut.pull-right {
  float: left !important;
  float: left;
}
#find-and-replace #replace-preview .match,
#find-and-replace #replace-preview .insert {
  background-color: #BBDEFB;
  border-color: #90CAF9;
  border-style: solid;
  border-width: 1px;
  border-radius: 0px;
}
[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
  border-left: none;
}
[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
  border-right: none;
}
#find-and-replace #replace-preview .replace .match {
  background-color: #FFCDD2;
  border-color: #EF9A9A;
  border-radius: 0px;
}
#find-and-replace #replace-preview .replace .insert {
  background-color: #C8E6C9;
  border-color: #A5D6A7;
  border-radius: 0px;
}
#find-and-replace #replace-preview {
  max-height: 60vh;
  overflow: auto;
}
#find-and-replace #replace-preview pre {
  padding: 5px 10px;
}
.terminal-app {
  background: #EEE;
}
.terminal-app #header {
  background: #fff;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.terminal-app .terminal {
  width: 100%;
  float: left;
  font-family: monospace;
  color: white;
  background: black;
  padding: 0.4em;
  border-radius: 2px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
}
.terminal-app .terminal,
.terminal-app .terminal dummy-screen {
  line-height: 1em;
  font-size: 14px;
}
.terminal-app .terminal .xterm-rows {
  padding: 10px;
}
.terminal-app .terminal-cursor {
  color: black;
  background: white;
}
.terminal-app #terminado-container {
  margin-top: 20px;
}
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<style type="text/css">
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.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
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.highlight .nv { color: #19177C } /* Name.Variable */
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.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
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.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .fm { color: #0000FF } /* Name.Function.Magic */
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.highlight .vi { color: #19177C } /* Name.Variable.Instance */
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<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
  overflow: visible;
  padding: 8px;
}

div#notebook {
  overflow: visible;
  border-top: none;
}@media print {
  div.cell {
    display: block;
    page-break-inside: avoid;
  } 
  div.output_wrapper { 
    display: block;
    page-break-inside: avoid; 
  }
  div.output { 
    display: block;
    page-break-inside: avoid; 
  }
}
</style>

<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">

<!-- Loading mathjax macro -->
<!-- Load mathjax -->
    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
    <!-- MathJax configuration -->
    <script type="text/x-mathjax-config">
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        tex2jax: {
            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
            processEscapes: true,
            processEnvironments: true
        },
        // Center justify equations in code and markdown cells. Elsewhere
        // we use CSS to left justify single line equations in code cells.
        displayAlign: 'center',
        "HTML-CSS": {
            styles: {'.MathJax_Display': {"margin": 0}},
            linebreaks: { automatic: true }
        }
    });
    </script>
    <!-- End of mathjax configuration --></head>
<body>
  <div tabindex="-1" id="notebook" class="border-box-sizing">
    <div class="container" id="notebook-container">

<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
</div><div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="&#20135;&#21697;&#32463;&#29702;&#25968;&#25454;&#25366;&#25496;&#65306;">&#20135;&#21697;&#32463;&#29702;&#25968;&#25454;&#25366;&#25496;&#65306;<a class="anchor-link" href="#&#20135;&#21697;&#32463;&#29702;&#25968;&#25454;&#25366;&#25496;&#65306;">&#182;</a></h1><ol>
<li>按地点(广州)挖掘的关于产品经理工作的数据并得到excel表</li>
<li>按时间(4月26日)挖掘的关于产品经理工作的数据并得到excel表</li>
<li>挖掘产品经理在各热门公司的类型的数据并得到excel表</li>
<li>挖掘产品经理在各行业的数据并得到excel表</li>
<li>挖掘产品经理在各城市的数据并得到excel表</li>
</ol>

</div>
</div>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 基本模块</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">requests_html</span> <span class="kn">import</span> <span class="n">HTMLSession</span>
</pre></div>

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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://m.liepin.com/zhaopin/?keyword=产品经理&quot;</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">)</span>

<span class="c1"># C-5</span>
<span class="c1"># 难: &#39;公司URL&#39;, &#39;时间&#39;, &#39;经验&#39;</span>

<span class="c1"># 先取特定元素, 精准打击其子后辈</span>
<span class="n">主要元素</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span> \
    <span class="s1">&#39;//div[@class=&quot;job-card-wrap&quot;]//div[@class=&quot;job-card&quot;]&#39;</span><span class="p">)</span>

<span class="c1"># 作为xpath字典，键为我要抓的牛肉名称，值为xpath</span>
<span class="n">dict_xpaths</span><span class="o">=</span><span class="p">{</span> 
    <span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="p">{</span>
        <span class="s1">&#39;经验&#39;</span><span class="p">:</span>      <span class="s1">&#39;.//ul/li[time]/text()&#39;</span>
    <span class="p">},</span>
    <span class="s1">&#39;text_content&#39;</span><span class="p">:</span> <span class="p">{</span>
        <span class="s1">&#39;职称&#39;</span><span class="p">:</span>    <span class="s1">&#39;.//ul/li/a[contains(@class,&quot;job-name&quot;)]/span[@class=&quot;name-text&quot;]&#39;</span><span class="p">,</span> 
        <span class="s1">&#39;薪水&#39;</span><span class="p">:</span>    <span class="s1">&#39;.//ul/li/a[contains(@class,&quot;job-name&quot;)]/following-sibling::span&#39;</span><span class="p">,</span> 
        <span class="s1">&#39;公司地点&#39;</span><span class="p">:</span><span class="s1">&#39;.//ul/li/time/following-sibling::a&#39;</span><span class="p">,</span>
        <span class="s1">&#39;公司名称&#39;</span><span class="p">:</span> <span class="s1">&#39;.//ul/li/a[contains(@class,&quot;company-name&quot;)]&#39;</span><span class="p">,</span> 
        <span class="s1">&#39;时间&#39;</span><span class="p">:</span>    <span class="s1">&#39;.//ul/li/time&#39;</span><span class="p">,</span> 
    <span class="p">},</span>
    <span class="s1">&#39;href&#39;</span><span class="p">:</span> <span class="p">{</span>
        <span class="s1">&#39;链结&#39;</span><span class="p">:</span>    <span class="s1">&#39;.//ul/li/a[contains(@class,&quot;job-name&quot;)]&#39;</span><span class="p">,</span> 
        <span class="s1">&#39;公司URL&#39;</span><span class="p">:</span> <span class="s1">&#39;.//ul/li/a[contains(@class,&quot;company-name&quot;)]&#39;</span><span class="p">,</span> 
    <span class="p">}</span>
<span class="p">}</span>

<span class="k">def</span> <span class="nf">get_e_text_content</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
    <span class="c1"># 高级列表推导</span>
    <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">lxml</span><span class="o">.</span><span class="n">text_content</span><span class="p">()</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
    <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">get_e_text</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
    <span class="c1"># 高级列表推导</span>
    <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)])</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
    <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">get_e_href</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
    <span class="c1"># 高级列表推导</span>
    <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
               <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span>  \
               <span class="k">else</span> <span class="s2">&quot;&quot;</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
    <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

<span class="c1"># 只对主要元素下进行.xpath取值</span>
<span class="n">数据字典</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>

<span class="n">数据字典</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text_content</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text_content&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>
<span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_href</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;href&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>

<span class="nb">print</span> <span class="p">([</span><span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">数据字典</span><span class="o">.</span><span class="n">items</span><span class="p">()])</span>  <span class="c1"># 檢查</span>

<span class="n">数据</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">数据字典</span><span class="p">)</span>
<span class="n">数据</span><span class="o">.</span><span class="n">to_excel</span><span class="p">(</span><span class="s2">&quot;数据挖掘_liepin_产品经理_广州.xlsx&quot;</span><span class="p">,</span> <span class="n">sheet_name</span><span class="o">=</span><span class="s2">&quot;搜查结果&quot;</span><span class="p">)</span>
<span class="n">数据</span> 
</pre></div>

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<pre>[60, 60, 60, 60, 60, 60, 60, 60]
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    <div class="prompt output_prompt">Out[3]:</div>



<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>职称</th>
      <th>薪水</th>
      <th>公司地点</th>
      <th>公司名称</th>
      <th>时间</th>
      <th>经验</th>
      <th>链结</th>
      <th>公司URL</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>产品经理</td>
      <td>面议</td>
      <td>广州</td>
      <td>深圳点猫科技有限公司</td>
      <td>一个月前</td>
      <td>经验不限 统招本科</td>
      <td>https://m.liepin.com/job/1922553643.shtml</td>
      <td>https://m.liepin.com/company/8632721/</td>
    </tr>
    <tr>
      <th>1</th>
      <td>产品经理</td>
      <td>12-18k·12薪</td>
      <td>广州-珠江新城</td>
      <td>深圳合众财富金融投资管理有限公司</td>
      <td>2020-04-23</td>
      <td>3-5年 本科及以上</td>
      <td>https://m.liepin.com/job/1922691939.shtml</td>
      <td>https://m.liepin.com/company/8634255/</td>
    </tr>
    <tr>
      <th>2</th>
      <td>产品经理</td>
      <td>15-30k·13薪</td>
      <td>广州</td>
      <td>广州视睿电子科技有限公司</td>
      <td>一个月前</td>
      <td>5-10年 本科及以上</td>
      <td>https://m.liepin.com/job/1925573187.shtml</td>
      <td>https://m.liepin.com/company/8955108/</td>
    </tr>
    <tr>
      <th>3</th>
      <td>产品经理</td>
      <td>10-15k·12薪</td>
      <td>广州</td>
      <td>广州快联商贸有限公司</td>
      <td>一个月前</td>
      <td>3-5年 大专及以上</td>
      <td>https://m.liepin.com/job/1916443483.shtml</td>
      <td>https://m.liepin.com/company/7854837/</td>
    </tr>
    <tr>
      <th>4</th>
      <td>产品经理</td>
      <td>20-30k·12薪</td>
      <td>广州-天河区</td>
      <td>法本信息技术深圳</td>
      <td>2020-04-14</td>
      <td>5-10年 大专及以上</td>
      <td>https://m.liepin.com/job/1926035513.shtml</td>
      <td>https://m.liepin.com/company/7604446/</td>
    </tr>
    <tr>
      <th>5</th>
      <td>产品经理</td>
      <td>11-22k·12薪</td>
      <td>广州-五山</td>
      <td>广东瑞联科技有限公司</td>
      <td>一个月前</td>
      <td>3-5年 本科及以上</td>
      <td>https://m.liepin.com/job/1919040019.shtml</td>
      <td>https://m.liepin.com/company/8860271/</td>
    </tr>
    <tr>
      <th>6</th>
      <td>产品经理</td>
      <td>7-14k·12薪</td>
      <td>广州-天河区</td>
      <td>北京网梯科技发展有限公司</td>
      <td>一个月前</td>
      <td>1-3年 本科及以上</td>
      <td>https://m.liepin.com/job/1920616939.shtml</td>
      <td>https://m.liepin.com/company/1030394/</td>
    </tr>
    <tr>
      <th>7</th>
      <td>产品经理</td>
      <td>30-50k·13薪</td>
      <td>上海,深圳,广州</td>
      <td>福建上市互联网软件公司</td>
      <td>2020-04-08</td>
      <td>5-10年 学历不限</td>
      <td>https://m.liepin.com/a/19684123.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>8</th>
      <td>产品经理</td>
      <td>40-70k·16薪</td>
      <td>广州,深圳,北京</td>
      <td>某大型互联网法务经理</td>
      <td>一个月前</td>
      <td>1-3年 统招本科</td>
      <td>https://m.liepin.com/a/19173857.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>9</th>
      <td>产品经理</td>
      <td>11-16k·13薪</td>
      <td>广州-天河区</td>
      <td>在线家庭教育平台</td>
      <td>前天</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/a/19793013.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>10</th>
      <td>产品经理</td>
      <td>25-35k·12薪</td>
      <td>广州,河北,江苏</td>
      <td>国内某知名医药企业</td>
      <td>2020-04-22</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/a/19696183.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>11</th>
      <td>产品经理</td>
      <td>15-20k·12薪</td>
      <td>广州</td>
      <td>某健康产业集团</td>
      <td>一个月前</td>
      <td>3-5年 本科及以上</td>
      <td>https://m.liepin.com/a/19170583.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>12</th>
      <td>产品经理</td>
      <td>20-30k·15薪</td>
      <td>广州</td>
      <td>智品网络</td>
      <td>3小时前</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/a/19957709.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>13</th>
      <td>产品经理</td>
      <td>25-50k·12薪</td>
      <td>广州-天河北</td>
      <td>健帆集团</td>
      <td>2020-04-20</td>
      <td>5-10年 统招本科</td>
      <td>https://m.liepin.com/job/1927590027.shtml</td>
      <td>https://m.liepin.com/company/3456638/</td>
    </tr>
    <tr>
      <th>14</th>
      <td>产品经理</td>
      <td>18-36k·13薪</td>
      <td>广州-海珠区</td>
      <td>广州市迈创智能科技有限公司</td>
      <td>2020-04-20</td>
      <td>3-5年 本科及以上</td>
      <td>https://m.liepin.com/job/1925909571.shtml</td>
      <td>https://m.liepin.com/company/9757477/</td>
    </tr>
    <tr>
      <th>15</th>
      <td>产品经理</td>
      <td>15-30k·14薪</td>
      <td>广州-番禺区</td>
      <td>上海志伟信息科技有限公司</td>
      <td>2020-04-19</td>
      <td>3-5年 本科及以上</td>
      <td>https://m.liepin.com/job/1925598767.shtml</td>
      <td>https://m.liepin.com/company/10249923/</td>
    </tr>
    <tr>
      <th>16</th>
      <td>产品经理</td>
      <td>25-35k·14薪</td>
      <td>广州</td>
      <td>知名跨境电商公司</td>
      <td>2020-04-15</td>
      <td>5-10年 本科及以上</td>
      <td>https://m.liepin.com/a/19289843.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>17</th>
      <td>产品经理</td>
      <td>15-20k·13薪</td>
      <td>广州-番禺区</td>
      <td>某存储科技有限公司</td>
      <td>2020-04-15</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/a/19077087.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>18</th>
      <td>产品经理</td>
      <td>5-10k·12薪</td>
      <td>广州-横沥</td>
      <td>广州推点科技发展有限公司</td>
      <td>2020-04-09</td>
      <td>1-3年 本科及以上</td>
      <td>https://m.liepin.com/job/1926090695.shtml</td>
      <td>https://m.liepin.com/company/12147657/</td>
    </tr>
    <tr>
      <th>19</th>
      <td>产品经理</td>
      <td>10-25k·12薪</td>
      <td>广州-黄埔区</td>
      <td>广州飞歌汽车音响有限公司</td>
      <td>2020-04-09</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/job/1923002847.shtml</td>
      <td>https://m.liepin.com/company/8032316/</td>
    </tr>
    <tr>
      <th>20</th>
      <td>产品经理</td>
      <td>10-18k·12薪</td>
      <td>广州</td>
      <td>伙伴愿景(广东)智能科技有限公司</td>
      <td>2020-04-08</td>
      <td>5-10年 本科及以上</td>
      <td>https://m.liepin.com/job/1925637969.shtml</td>
      <td>https://m.liepin.com/company/12137665/</td>
    </tr>
    <tr>
      <th>21</th>
      <td>产品经理</td>
      <td>20k·12薪</td>
      <td>广州</td>
      <td>广州某半导体企业</td>
      <td>2020-04-08</td>
      <td>5-10年 学历不限</td>
      <td>https://m.liepin.com/a/19700679.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>22</th>
      <td>产品经理</td>
      <td>38-58k·13薪</td>
      <td>北京,深圳,广州</td>
      <td>互联网行业</td>
      <td>2020-04-03</td>
      <td>3-5年 大专及以上</td>
      <td>https://m.liepin.com/a/19640465.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>23</th>
      <td>产品经理</td>
      <td>15-30k·12薪</td>
      <td>广州-黄埔区</td>
      <td>广州学魁榜信息科技有限公司</td>
      <td>一个月前</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/job/1926971885.shtml</td>
      <td>https://m.liepin.com/company/12188507/</td>
    </tr>
    <tr>
      <th>24</th>
      <td>产品经理</td>
      <td>12-20k·12薪</td>
      <td>广州-番禺区</td>
      <td>中通生化制品</td>
      <td>一个月前</td>
      <td>5-10年 本科及以上</td>
      <td>https://m.liepin.com/job/1926320005.shtml</td>
      <td>https://m.liepin.com/company/207663/</td>
    </tr>
    <tr>
      <th>25</th>
      <td>产品经理</td>
      <td>10-15k·12薪</td>
      <td>广州</td>
      <td>彩讯科技股份有限公司</td>
      <td>一个月前</td>
      <td>3-5年 大专及以上</td>
      <td>https://m.liepin.com/job/1926579599.shtml</td>
      <td>https://m.liepin.com/company/554892/</td>
    </tr>
    <tr>
      <th>26</th>
      <td>产品经理</td>
      <td>18-25k·12薪</td>
      <td>广州</td>
      <td>广州英奈电气设备有限公司</td>
      <td>一个月前</td>
      <td>5-10年 本科及以上</td>
      <td>https://m.liepin.com/job/1926360175.shtml</td>
      <td>https://m.liepin.com/company/10176603/</td>
    </tr>
    <tr>
      <th>27</th>
      <td>产品经理</td>
      <td>20-30k·12薪</td>
      <td>广州-番禺区</td>
      <td>中国平安人寿保险股份有限公司贵港中心支公司</td>
      <td>一个月前</td>
      <td>1-3年 大专及以上</td>
      <td>https://m.liepin.com/job/1926110789.shtml</td>
      <td>https://m.liepin.com/company/10119593/</td>
    </tr>
    <tr>
      <th>28</th>
      <td>产品经理</td>
      <td>6-10k·12薪</td>
      <td>广州-番禺区</td>
      <td>广州安秀健康咨询管理有限公司</td>
      <td>一个月前</td>
      <td>1-3年 大专及以上</td>
      <td>https://m.liepin.com/job/1924727855.shtml</td>
      <td>https://m.liepin.com/company/9257970/</td>
    </tr>
    <tr>
      <th>29</th>
      <td>产品经理</td>
      <td>9-11k·12薪</td>
      <td>广州</td>
      <td>广州市藏星网络科技有限公司</td>
      <td>一个月前</td>
      <td>5-10年 本科及以上</td>
      <td>https://m.liepin.com/job/1924665517.shtml</td>
      <td>https://m.liepin.com/company/8775175/</td>
    </tr>
    <tr>
      <th>30</th>
      <td>产品经理</td>
      <td>10-18k·13薪</td>
      <td>广州</td>
      <td>广州原力科技有限公司</td>
      <td>一个月前</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/job/1921852777.shtml</td>
      <td>https://m.liepin.com/company/10126943/</td>
    </tr>
    <tr>
      <th>31</th>
      <td>产品经理</td>
      <td>12-20k·12薪</td>
      <td>广州-黄埔区</td>
      <td>金财互联数据服务有限公司</td>
      <td>一个月前</td>
      <td>3-5年 本科及以上</td>
      <td>https://m.liepin.com/job/1923090899.shtml</td>
      <td>https://m.liepin.com/company/9292058/</td>
    </tr>
    <tr>
      <th>32</th>
      <td>产品经理</td>
      <td>40-70k·12薪</td>
      <td>广州</td>
      <td>北京七个人网络科技有限公司</td>
      <td>一个月前</td>
      <td>3-5年 本科及以上</td>
      <td>https://m.liepin.com/job/1920402489.shtml</td>
      <td>https://m.liepin.com/company/10065815/</td>
    </tr>
    <tr>
      <th>33</th>
      <td>产品经理</td>
      <td>8-13k·12薪</td>
      <td>广州-海珠区</td>
      <td>广州市兰士顿电子科技有限公司</td>
      <td>一个月前</td>
      <td>3-5年 大专及以上</td>
      <td>https://m.liepin.com/job/1918935741.shtml</td>
      <td>https://m.liepin.com/company/9198677/</td>
    </tr>
    <tr>
      <th>34</th>
      <td>产品经理</td>
      <td>12-15k·13薪</td>
      <td>广州-珠江新城</td>
      <td>广州恩志科技有限责任公司</td>
      <td>一个月前</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/job/1910088490.shtml</td>
      <td>https://m.liepin.com/company/9308786/</td>
    </tr>
    <tr>
      <th>35</th>
      <td>产品经理</td>
      <td>20-25k·12薪</td>
      <td>广州</td>
      <td>江西某制药有限公司</td>
      <td>3小时前</td>
      <td>5-10年 统招本科</td>
      <td>https://m.liepin.com/a/19253017.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>36</th>
      <td>产品经理</td>
      <td>12-15k·13薪</td>
      <td>广州,深圳</td>
      <td>国内知名互联网集团</td>
      <td>昨天</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/a/19596959.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>37</th>
      <td>产品经理</td>
      <td>13-22k·12薪</td>
      <td>广州-番禺区</td>
      <td>广州著名医疗器材有限公司</td>
      <td>昨天</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/a/19973983.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>38</th>
      <td>产品经理</td>
      <td>9-13k·12薪</td>
      <td>广州-海珠区</td>
      <td>广州共享出行科技有限公司</td>
      <td>前天</td>
      <td>3-5年 本科及以上</td>
      <td>https://m.liepin.com/job/1927204563.shtml</td>
      <td>https://m.liepin.com/company/10118191/</td>
    </tr>
    <tr>
      <th>39</th>
      <td>产品经理</td>
      <td>15-25k·12薪</td>
      <td>广州-天河区</td>
      <td>某科技公司</td>
      <td>2020-04-14</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/a/19721035.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>40</th>
      <td>产品经理</td>
      <td>18-28k·12薪</td>
      <td>广州</td>
      <td>广州滴普科技有限公司</td>
      <td>2020-04-09</td>
      <td>5-10年 本科及以上</td>
      <td>https://m.liepin.com/job/1925619135.shtml</td>
      <td>https://m.liepin.com/company/10166945/</td>
    </tr>
    <tr>
      <th>41</th>
      <td>产品经理</td>
      <td>10-15k·12薪</td>
      <td>广州</td>
      <td>河源然生新材料有限公司</td>
      <td>一个月前</td>
      <td>5-10年 本科及以上</td>
      <td>https://m.liepin.com/job/1917873603.shtml</td>
      <td>https://m.liepin.com/company/9757361/</td>
    </tr>
    <tr>
      <th>42</th>
      <td>产品经理</td>
      <td>18-25k·12薪</td>
      <td>广州</td>
      <td>某知名化妆品公司</td>
      <td>一个月前</td>
      <td>5-10年 大专及以上</td>
      <td>https://m.liepin.com/a/19166525.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>43</th>
      <td>产品经理</td>
      <td>18-35k·13薪</td>
      <td>北京,上海,广州</td>
      <td>国内某知名信息技术有限公司</td>
      <td>一个月前</td>
      <td>3-5年 大专及以上</td>
      <td>https://m.liepin.com/a/19033795.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>44</th>
      <td>产品经理</td>
      <td>18-35k·13薪</td>
      <td>北京,上海,广州</td>
      <td>国内某知名信息技术有限公司</td>
      <td>一个月前</td>
      <td>3-5年 大专及以上</td>
      <td>https://m.liepin.com/a/19033667.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>45</th>
      <td>产品经理</td>
      <td>5-10k·12薪</td>
      <td>广州</td>
      <td>广州湖森电子科技有限公司</td>
      <td>一个月前</td>
      <td>经验不限 学历不限</td>
      <td>https://m.liepin.com/job/1918681333.shtml</td>
      <td>https://m.liepin.com/company/9399844/</td>
    </tr>
    <tr>
      <th>46</th>
      <td>产品经理</td>
      <td>10-20k·12薪</td>
      <td>广州</td>
      <td>广州市新之地环保产业有限公司</td>
      <td>一个月前</td>
      <td>3-5年 本科及以上</td>
      <td>https://m.liepin.com/job/1920691307.shtml</td>
      <td>https://m.liepin.com/company/9240185/</td>
    </tr>
    <tr>
      <th>47</th>
      <td>产品经理</td>
      <td>8-16k·12薪</td>
      <td>广州</td>
      <td>巴图鲁汽配</td>
      <td>一个月前</td>
      <td>1-3年 本科及以上</td>
      <td>https://m.liepin.com/job/1918892925.shtml</td>
      <td>https://m.liepin.com/company/7898707/</td>
    </tr>
    <tr>
      <th>48</th>
      <td>产品经理</td>
      <td>15-25k·14薪</td>
      <td>广州</td>
      <td>卓越教育集团</td>
      <td>2小时前</td>
      <td>5-10年 统招本科</td>
      <td>https://m.liepin.com/job/1927771591.shtml</td>
      <td>https://m.liepin.com/company/876848/</td>
    </tr>
    <tr>
      <th>49</th>
      <td>产品经理</td>
      <td>16-30k·12薪</td>
      <td>广州-天河区</td>
      <td>三维家</td>
      <td>2小时前</td>
      <td>5-10年 本科及以上</td>
      <td>https://m.liepin.com/job/1927658955.shtml</td>
      <td>https://m.liepin.com/company/8225307/</td>
    </tr>
    <tr>
      <th>50</th>
      <td>产品经理</td>
      <td>15-25k·12薪</td>
      <td>广州-海珠区</td>
      <td>青木数字技术股份有限公司</td>
      <td>3小时前</td>
      <td>5-10年 统招本科</td>
      <td>https://m.liepin.com/job/1927082439.shtml</td>
      <td>https://m.liepin.com/company/12191983/</td>
    </tr>
    <tr>
      <th>51</th>
      <td>产品经理</td>
      <td>10-20k·12薪</td>
      <td>广州</td>
      <td>华茂达投资股份有限公司</td>
      <td>3小时前</td>
      <td>5-10年 大专及以上</td>
      <td>https://m.liepin.com/job/1926665139.shtml</td>
      <td>https://m.liepin.com/company/8631506/</td>
    </tr>
    <tr>
      <th>52</th>
      <td>产品经理</td>
      <td>面议</td>
      <td>广州</td>
      <td>佳都新太科技</td>
      <td>3小时前</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/job/1926108535.shtml</td>
      <td>https://m.liepin.com/company/2115085/</td>
    </tr>
    <tr>
      <th>53</th>
      <td>产品经理</td>
      <td>10-25k·12薪</td>
      <td>广州-番禺区</td>
      <td>广州河东科技有限公司</td>
      <td>4小时前</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/job/1925162137.shtml</td>
      <td>https://m.liepin.com/company/9797103/</td>
    </tr>
    <tr>
      <th>54</th>
      <td>产品经理</td>
      <td>15-20k·13薪</td>
      <td>广州-东湖</td>
      <td>广东人民出版社有限公司</td>
      <td>3小时前</td>
      <td>3-5年 本科及以上</td>
      <td>https://m.liepin.com/job/1924830547.shtml</td>
      <td>https://m.liepin.com/company/10012691/</td>
    </tr>
    <tr>
      <th>55</th>
      <td>产品经理</td>
      <td>15-30k·12薪</td>
      <td>广州</td>
      <td>广州某生物科技开发有限公司</td>
      <td>4小时前</td>
      <td>3-5年 学历不限</td>
      <td>https://m.liepin.com/a/19902691.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>56</th>
      <td>产品经理</td>
      <td>25-40k·12薪</td>
      <td>深圳,广州,北京</td>
      <td>某知名互联网公司</td>
      <td>3小时前</td>
      <td>3-5年 大专及以上</td>
      <td>https://m.liepin.com/a/19835005.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>57</th>
      <td>产品经理</td>
      <td>20-30k·13薪</td>
      <td>广州,上海</td>
      <td>国内知名化妆品企业</td>
      <td>4小时前</td>
      <td>3-5年 统招本科</td>
      <td>https://m.liepin.com/a/19522851.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>58</th>
      <td>产品经理</td>
      <td>20-40k·13薪</td>
      <td>广州,深圳,重庆</td>
      <td>某知名互联网公司</td>
      <td>3小时前</td>
      <td>3-5年 大专及以上</td>
      <td>https://m.liepin.com/a/19081357.shtml</td>
      <td></td>
    </tr>
    <tr>
      <th>59</th>
      <td>产品经理</td>
      <td>面议</td>
      <td>广州-番禺区</td>
      <td>南雄西顿化工有限公司</td>
      <td>36分钟前</td>
      <td>5-10年 统招本科</td>
      <td>https://m.liepin.com/job/1918966941.shtml</td>
      <td>https://m.liepin.com/company/8962475/</td>
    </tr>
  </tbody>
</table>
</div>
</div>

</div>

</div>
</div>

</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[4]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/?keyword=产品经理&quot;</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">)</span>

<span class="c1"># 先取特定元素, 精准打击其子后辈</span>
<span class="n">主要元素</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span> \
    <span class="s1">&#39;//ul[@class=&quot;sojob-list&quot;]/li&#39;</span><span class="p">)</span>

<span class="c1"># 预期是一个元素的列表？</span>
<span class="c1">#print (主要元素[0].xpath(&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]&#39;))</span>
<span class="c1">#print (主要元素[0].xpath(&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;))</span>
<span class="c1">#print (主要元素[3].xpath(&#39;//div[contains(@class,&quot;job-info&quot;)]/p/a&#39;))</span>
<span class="c1">#print (主要元素[3].xpath(&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;text-warning&quot;]&#39;))</span>
<span class="c1">#print (主要元素[3].xpath(&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]/following-sibling::span&#39;))</span>
<span class="c1">#print (主要元素[3].xpath(&#39;//div[contains(@class,&quot;job-info&quot;)]/p/time/@title&#39;))</span>
<span class="c1">#print (主要元素[0].xpath(&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;))</span>

<span class="c1"># 作为xpath字典，键为我要抓的牛肉名称，值为xpath</span>
<span class="n">dict_xpaths</span><span class="o">=</span><span class="p">{</span> 
    <span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="p">{</span>
        <span class="s1">&#39;edu&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]&#39;</span><span class="p">,</span>
        <span class="s1">&#39;经验&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]/following-sibling::span&#39;</span><span class="p">,</span>
        <span class="s1">&#39;薪水&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;text-warning&quot;]&#39;</span><span class="p">,</span> 
        <span class="s1">&#39;时间&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/time/@title&#39;</span><span class="p">,</span> 
        <span class="s1">&#39;职称&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
        <span class="s1">&#39;公司地点&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/a&#39;</span><span class="p">,</span>
        <span class="s1">&#39;公司名称&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
    <span class="p">},</span>
    <span class="s1">&#39;text_content&#39;</span><span class="p">:</span> <span class="p">{</span>
    <span class="p">},</span>
    <span class="s1">&#39;href&#39;</span><span class="p">:</span> <span class="p">{</span>
        <span class="s1">&#39;链结&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
        <span class="s1">&#39;公司URL&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
    <span class="p">}</span>
<span class="p">}</span>

<span class="k">def</span> <span class="nf">get_e_text_content</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
    <span class="c1"># 高级列表推导</span>
    <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">lxml</span><span class="o">.</span><span class="n">text_content</span><span class="p">()</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
    <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">get_e_text</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
    <span class="c1"># 高级列表推导</span>
    <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span> <span class="k">else</span> <span class="n">x</span><span class="o">.</span><span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)])</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
    <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

<span class="k">def</span> <span class="nf">get_e_href</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
    <span class="c1"># 高级列表推导</span>
    <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
               <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span>  \
               <span class="k">else</span> <span class="s2">&quot;&quot;</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
    <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

<span class="c1"># 只对主要元素下进行.xpath取值</span>
<span class="n">数据字典</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>

<span class="n">数据字典</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text_content</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text_content&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>
<span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_href</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;href&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>

<span class="p">[</span><span class="nb">len</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">数据字典</span><span class="o">.</span><span class="n">items</span><span class="p">()]</span>

<span class="n">数据</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">数据字典</span><span class="p">)</span>
<span class="n">数据</span><span class="o">.</span><span class="n">to_excel</span><span class="p">(</span><span class="s2">&quot;数据挖掘_liepin_产品经理_4月26日.xlsx&quot;</span><span class="p">,</span> <span class="n">sheet_name</span><span class="o">=</span><span class="s2">&quot;搜查结果&quot;</span><span class="p">)</span>
<span class="n">数据</span> 
</pre></div>

    </div>
</div>
</div>

<div class="output_wrapper">
<div class="output">


<div class="output_area">

    <div class="prompt output_prompt">Out[4]:</div>



<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>edu</th>
      <th>经验</th>
      <th>薪水</th>
      <th>时间</th>
      <th>职称</th>
      <th>公司地点</th>
      <th>公司名称</th>
      <th>链结</th>
      <th>公司URL</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>统招本科</td>
      <td>3-5年</td>
      <td>4-8k·12薪</td>
      <td>2020年04月26日</td>
      <td>电商平台销售管理员</td>
      <td></td>
      <td>虎牌石油(中国)有限公司</td>
      <td>https://www.liepin.com/job/1927775097.shtml</td>
      <td>https://www.liepin.com/company/8812459/</td>
    </tr>
    <tr>
      <th>1</th>
      <td>本科及以上</td>
      <td>3-5年</td>
      <td>8-15k·12薪</td>
      <td>2020年04月26日</td>
      <td>数据分析</td>
      <td>上海-龙华</td>
      <td>北京斯雷康科技股份有限公司</td>
      <td>https://www.liepin.com/job/1927774231.shtml</td>
      <td>https://www.liepin.com/company/1408548/</td>
    </tr>
    <tr>
      <th>2</th>
      <td>本科及以上</td>
      <td>5-10年</td>
      <td>50-80k·12薪</td>
      <td>2020年04月26日</td>
      <td>产品总监</td>
      <td></td>
      <td>敦煌网</td>
      <td>https://www.liepin.com/job/1927774223.shtml</td>
      <td>https://www.liepin.com/company/7862497/</td>
    </tr>
    <tr>
      <th>3</th>
      <td>本科及以上</td>
      <td>10年以上</td>
      <td>40-60k·13薪</td>
      <td>2020年04月26日</td>
      <td>集团IT总监</td>
      <td>深圳-宝安区</td>
      <td>深圳市信维通信股份有限公司</td>
      <td>https://www.liepin.com/job/1927773877.shtml</td>
      <td>https://www.liepin.com/company/8042835/</td>
    </tr>
    <tr>
      <th>4</th>
      <td>本科及以上</td>
      <td>3-5年</td>
      <td>12-18k·12薪</td>
      <td>2020年04月26日</td>
      <td>南通城市经理</td>
      <td>南通-崇川区</td>
      <td>爱回收</td>
      <td>https://www.liepin.com/job/1927773439.shtml</td>
      <td>https://www.liepin.com/company/7868039/</td>
    </tr>
    <tr>
      <th>5</th>
      <td>统招本科</td>
      <td>5-10年</td>
      <td>面议</td>
      <td>2020年04月26日</td>
      <td>品牌APP运营经理</td>
      <td>上海</td>
      <td>上汽乘用车</td>
      <td>https://www.liepin.com/job/1927772789.shtml</td>
      <td>https://www.liepin.com/company/8399212/</td>
    </tr>
    <tr>
      <th>6</th>
      <td>本科及以上</td>
      <td>3-5年</td>
      <td>35-50k·13薪</td>
      <td>2020年04月26日</td>
      <td>Auto Finance Senior Consultant</td>
      <td>上海</td>
      <td>西维(上海)管理咨询有限公司</td>
      <td>https://www.liepin.com/job/1927772605.shtml</td>
      <td>https://www.liepin.com/company/8748580/</td>
    </tr>
    <tr>
      <th>7</th>
      <td>本科及以上</td>
      <td>1-3年</td>
      <td>4-7k·12薪</td>
      <td>2020年04月26日</td>
      <td>销售助理/招标助理/市场专员</td>
      <td>无锡</td>
      <td>上海瑶瞻医院管理有限公司</td>
      <td>https://www.liepin.com/job/1927772115.shtml</td>
      <td>https://www.liepin.com/company/10205193/</td>
    </tr>
    <tr>
      <th>8</th>
      <td>大专及以上</td>
      <td>3-5年</td>
      <td>7-10k·12薪</td>
      <td>2020年04月26日</td>
      <td>市场经理</td>
      <td>深圳-宝安区</td>
      <td>深圳市耀美环保有限公司</td>
      <td>https://www.liepin.com/job/1927771863.shtml</td>
      <td>https://www.liepin.com/company/9234847/</td>
    </tr>
    <tr>
      <th>9</th>
      <td>大专及以上</td>
      <td>1-3年</td>
      <td>9-15k·12薪</td>
      <td>2020年04月26日</td>
      <td>薪酬绩效主管</td>
      <td>上海</td>
      <td>中翔金属(上海)有限公司</td>
      <td>https://www.liepin.com/job/1927771369.shtml</td>
      <td>https://www.liepin.com/company/9454064/</td>
    </tr>
    <tr>
      <th>10</th>
      <td>统招本科</td>
      <td>3-5年</td>
      <td>15-25k·12薪</td>
      <td>2020年04月26日</td>
      <td>销售经理</td>
      <td>上海-五里桥</td>
      <td>北京荷月科技有限公司</td>
      <td>https://www.liepin.com/job/1927771271.shtml</td>
      <td>https://www.liepin.com/company/9218800/</td>
    </tr>
    <tr>
      <th>11</th>
      <td>统招本科</td>
      <td>3-5年</td>
      <td>面议</td>
      <td>2020年04月26日</td>
      <td>数据库工程师 DBA</td>
      <td>上海-曲阳</td>
      <td>MDC Telecom</td>
      <td>https://www.liepin.com/job/1927770857.shtml</td>
      <td>https://www.liepin.com/company/8104849/</td>
    </tr>
    <tr>
      <th>12</th>
      <td>本科及以上</td>
      <td>5-10年</td>
      <td>30-45k·16薪</td>
      <td>2020年04月26日</td>
      <td>大数据开发工程师</td>
      <td>上海-浦东新区</td>
      <td>上海基分文化传播</td>
      <td>https://www.liepin.com/job/1927770805.shtml</td>
      <td>https://www.liepin.com/company/8895584/</td>
    </tr>
    <tr>
      <th>13</th>
      <td>大专及以上</td>
      <td>1-3年</td>
      <td>8-13k·12薪</td>
      <td>2020年04月26日</td>
      <td>课程顾问</td>
      <td>北京</td>
      <td>北京新得科技有限公司</td>
      <td>https://www.liepin.com/job/1927770073.shtml</td>
      <td>https://www.liepin.com/company/9807335/</td>
    </tr>
    <tr>
      <th>14</th>
      <td>统招本科</td>
      <td>1-3年</td>
      <td>面议</td>
      <td>2020年04月26日</td>
      <td>网络安全工程师（网攻方向）</td>
      <td></td>
      <td>北京华油信通科技有限公司</td>
      <td>https://www.liepin.com/job/1927769745.shtml</td>
      <td>https://www.liepin.com/company/8330229/</td>
    </tr>
    <tr>
      <th>15</th>
      <td>大专及以上</td>
      <td>5-10年</td>
      <td>10-15k·12薪</td>
      <td>2020年04月26日</td>
      <td>审计总监</td>
      <td>德州</td>
      <td>泰山体育</td>
      <td>https://www.liepin.com/job/1927769743.shtml</td>
      <td>https://www.liepin.com/company/7958679/</td>
    </tr>
    <tr>
      <th>16</th>
      <td>本科及以上</td>
      <td>3-5年</td>
      <td>面议</td>
      <td>2020年04月26日</td>
      <td>海外售后技术支持经理（法语）/Overseas After Sales Technical ...</td>
      <td>上海</td>
      <td>爱驰汽车</td>
      <td>https://www.liepin.com/job/1927769147.shtml</td>
      <td>https://www.liepin.com/company/9146383/</td>
    </tr>
    <tr>
      <th>17</th>
      <td>本科及以上</td>
      <td>3-5年</td>
      <td>15-30k·14薪</td>
      <td>2020年04月26日</td>
      <td>资金业务产品经理</td>
      <td>深圳-南山区</td>
      <td>畅捷通支付北京</td>
      <td>https://www.liepin.com/job/1927767527.shtml</td>
      <td>https://www.liepin.com/company/8577672/</td>
    </tr>
    <tr>
      <th>18</th>
      <td>统招本科</td>
      <td>1-3年</td>
      <td>8-20k·12薪</td>
      <td>2020年04月26日</td>
      <td>咨询顾问</td>
      <td>上海-青浦区</td>
      <td>上海爱湃斯科技有限公司</td>
      <td>https://www.liepin.com/job/1927767341.shtml</td>
      <td>https://www.liepin.com/company/10006015/</td>
    </tr>
    <tr>
      <th>19</th>
      <td>大专及以上</td>
      <td>3-5年</td>
      <td>8-12k·12薪</td>
      <td>2020年04月26日</td>
      <td>质量PQE工程师</td>
      <td>珠海-香洲区</td>
      <td>英搏尔</td>
      <td>https://www.liepin.com/job/1927766961.shtml</td>
      <td>https://www.liepin.com/company/9557666/</td>
    </tr>
    <tr>
      <th>20</th>
      <td>大专及以上</td>
      <td>3-5年</td>
      <td>8-15k·12薪</td>
      <td>2020年04月26日</td>
      <td>质量PQE主管</td>
      <td>珠海-香洲区</td>
      <td>英搏尔</td>
      <td>https://www.liepin.com/job/1927766881.shtml</td>
      <td>https://www.liepin.com/company/9557666/</td>
    </tr>
    <tr>
      <th>21</th>
      <td>大专及以上</td>
      <td>3-5年</td>
      <td>7-15k·12薪</td>
      <td>2020年04月26日</td>
      <td>质量SQE工程师</td>
      <td>珠海-香洲区</td>
      <td>英搏尔</td>
      <td>https://www.liepin.com/job/1927766799.shtml</td>
      <td>https://www.liepin.com/company/9557666/</td>
    </tr>
    <tr>
      <th>22</th>
      <td>大专及以上</td>
      <td>5-10年</td>
      <td>8-10k·12薪</td>
      <td>2020年04月26日</td>
      <td>空运副经理/经理</td>
      <td>西安-高新区</td>
      <td>海得邦国际物流控股(集团)有限公司</td>
      <td>https://www.liepin.com/job/1927766623.shtml</td>
      <td>https://www.liepin.com/company/10079421/</td>
    </tr>
    <tr>
      <th>23</th>
      <td>统招本科</td>
      <td>3-5年</td>
      <td>8-10k·12薪</td>
      <td>2020年04月26日</td>
      <td>综合主管</td>
      <td>北京</td>
      <td>亿达控股有限公司</td>
      <td>https://www.liepin.com/job/1927766331.shtml</td>
      <td>https://www.liepin.com/company/2048766/</td>
    </tr>
    <tr>
      <th>24</th>
      <td>学历不限</td>
      <td>1-3年</td>
      <td>面议</td>
      <td>2020年04月26日</td>
      <td>技术员，DMT&amp;MB实验室</td>
      <td>上海-张江</td>
      <td>罗氏制药</td>
      <td>https://www.liepin.com/job/1927766269.shtml</td>
      <td>https://www.liepin.com/company/916012/</td>
    </tr>
    <tr>
      <th>25</th>
      <td>大专及以上</td>
      <td>经验不限</td>
      <td>5-7k·13薪</td>
      <td>2020年04月26日</td>
      <td>客户专员</td>
      <td>上海-杨浦区</td>
      <td>京创智汇(上海)物流科技有限公司</td>
      <td>https://www.liepin.com/job/1927765811.shtml</td>
      <td>https://www.liepin.com/company/10054581/</td>
    </tr>
    <tr>
      <th>26</th>
      <td>大专及以上</td>
      <td>5-10年</td>
      <td>12-16k·12薪</td>
      <td>2020年04月26日</td>
      <td>模具项目工程师</td>
      <td></td>
      <td>滁州市博康模具塑料有限公司</td>
      <td>https://www.liepin.com/job/1927764739.shtml</td>
      <td>https://www.liepin.com/company/8593126/</td>
    </tr>
    <tr>
      <th>27</th>
      <td>大专及以上</td>
      <td>3-5年</td>
      <td>15-30k·12薪</td>
      <td>2020年04月26日</td>
      <td>电商天猫京东运营</td>
      <td>杭州-南苑</td>
      <td>北京海纳世纪科技有限公司</td>
      <td>https://www.liepin.com/job/1927760887.shtml</td>
      <td>https://www.liepin.com/company/9215228/</td>
    </tr>
    <tr>
      <th>28</th>
      <td>硕士及以上</td>
      <td>1-3年</td>
      <td>面议</td>
      <td>2020年04月26日</td>
      <td>北京分公司研究员</td>
      <td></td>
      <td>上海华略智库集团有限公司</td>
      <td>https://www.liepin.com/job/1927750423.shtml</td>
      <td>https://www.liepin.com/company/9864533/</td>
    </tr>
    <tr>
      <th>29</th>
      <td>大专及以上</td>
      <td>1-3年</td>
      <td>6-15k·12薪</td>
      <td>2020年04月26日</td>
      <td>模具设计工程师（密封-新能源）</td>
      <td>广州-黄埔区</td>
      <td>国机智能</td>
      <td>https://www.liepin.com/job/1927749185.shtml</td>
      <td>https://www.liepin.com/company/8942684/</td>
    </tr>
    <tr>
      <th>30</th>
      <td>本科及以上</td>
      <td>3-5年</td>
      <td>10-20k·13薪</td>
      <td>2020年04月26日</td>
      <td>客服主管</td>
      <td>深圳-南山区</td>
      <td>泽金金服</td>
      <td>https://www.liepin.com/job/1927746007.shtml</td>
      <td>https://www.liepin.com/company/8787574/</td>
    </tr>
    <tr>
      <th>31</th>
      <td>本科及以上</td>
      <td>1-3年</td>
      <td>6-8k·12薪</td>
      <td>2020年04月26日</td>
      <td>财务收银</td>
      <td>杭州-下城区</td>
      <td>阳光城集团</td>
      <td>https://www.liepin.com/job/1927744955.shtml</td>
      <td>https://www.liepin.com/company/876734/</td>
    </tr>
    <tr>
      <th>32</th>
      <td>学历不限</td>
      <td>1-3年</td>
      <td>5-12k·12薪</td>
      <td>2020年04月26日</td>
      <td>光电顾问</td>
      <td>南京-江宁区</td>
      <td>江苏灵美东方医院管理有限公司</td>
      <td>https://www.liepin.com/job/1927739435.shtml</td>
      <td>https://www.liepin.com/company/10030447/</td>
    </tr>
    <tr>
      <th>33</th>
      <td>本科及以上</td>
      <td>1-3年</td>
      <td>6-10k·12薪</td>
      <td>2020年04月26日</td>
      <td>总账会计</td>
      <td>深圳-宝安区</td>
      <td>HKC</td>
      <td>https://www.liepin.com/job/1927733447.shtml</td>
      <td>https://www.liepin.com/company/8795947/</td>
    </tr>
    <tr>
      <th>34</th>
      <td>本科及以上</td>
      <td>5-10年</td>
      <td>10-18k·15薪</td>
      <td>2020年04月26日</td>
      <td>成本副经理/主管</td>
      <td>广州-花都区</td>
      <td>鸿利光电</td>
      <td>https://www.liepin.com/job/1927727601.shtml</td>
      <td>https://www.liepin.com/company/2246346/</td>
    </tr>
    <tr>
      <th>35</th>
      <td>大专及以上</td>
      <td>1-3年</td>
      <td>10-15k·12薪</td>
      <td>2020年04月26日</td>
      <td>店铺店长</td>
      <td>上海-杨浦区</td>
      <td>百合网</td>
      <td>https://www.liepin.com/job/1927726909.shtml</td>
      <td>https://www.liepin.com/company/10077527/</td>
    </tr>
    <tr>
      <th>36</th>
      <td>统招本科</td>
      <td>5-10年</td>
      <td>面议</td>
      <td>2020年04月26日</td>
      <td>薪酬绩效专家</td>
      <td>杭州</td>
      <td>农夫山泉</td>
      <td>https://www.liepin.com/job/1927726751.shtml</td>
      <td>https://www.liepin.com/company/2868477/</td>
    </tr>
    <tr>
      <th>37</th>
      <td>大专及以上</td>
      <td>经验不限</td>
      <td>6-8k·12薪</td>
      <td>2020年04月26日</td>
      <td>销售代表（宣传片，展厅展馆）</td>
      <td>深圳</td>
      <td>水晶石数字</td>
      <td>https://www.liepin.com/job/1927725037.shtml</td>
      <td>https://www.liepin.com/company/8077365/</td>
    </tr>
    <tr>
      <th>38</th>
      <td>本科及以上</td>
      <td>1-3年</td>
      <td>6-7k·12薪</td>
      <td>2020年04月26日</td>
      <td>SQE(IQC)</td>
      <td>上海-泗泾</td>
      <td>康思立达(上海)汽车科技有限公司</td>
      <td>https://www.liepin.com/job/1927722755.shtml</td>
      <td>https://www.liepin.com/company/9459889/</td>
    </tr>
    <tr>
      <th>39</th>
      <td>大专及以上</td>
      <td>1-3年</td>
      <td>10-15k·12薪</td>
      <td>2020年04月26日</td>
      <td>新媒体运营/文案策划</td>
      <td>上海-徐汇区</td>
      <td>上海宜来卫浴有限公司</td>
      <td>https://www.liepin.com/job/1927711449.shtml</td>
      <td>https://www.liepin.com/company/10082469/</td>
    </tr>
  </tbody>
</table>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">参数_compTag_产品经理</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;中国500强&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;init&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;-1&#39;</span><span class="p">],</span> <span class="s1">&#39;headckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;58d828c357a8cb19&#39;</span><span class="p">],</span> <span class="s1">&#39;flushckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;1&#39;</span><span class="p">],</span> <span class="s1">&#39;fromSearchBtn&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;2&#39;</span><span class="p">],</span> <span class="s1">&#39;keyword&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;产品经理&#39;</span><span class="p">],</span> <span class="s1">&#39;compTag&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;155&#39;</span><span class="p">],</span> <span class="s1">&#39;ckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;58d828c357a8cb19&#39;</span><span class="p">],</span> <span class="s1">&#39;siTag&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;</span><span class="p">],</span> <span class="s1">&#39;d_sfrom&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;search_unknown&#39;</span><span class="p">],</span> <span class="s1">&#39;d_ckId&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;6aa779111c1b4ca77cff3648d9dee049&#39;</span><span class="p">],</span> <span class="s1">&#39;d_curPage&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;0&#39;</span><span class="p">],</span> <span class="s1">&#39;d_pageSize&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;40&#39;</span><span class="p">],</span> <span class="s1">&#39;d_headId&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;6aa779111c1b4ca77cff3648d9dee049&#39;</span><span class="p">]},</span> <span class="s1">&#39;2018互联网300强&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;init&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;-1&#39;</span><span class="p">],</span> <span class="s1">&#39;headckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;58d828c357a8cb19&#39;</span><span class="p">],</span> <span class="s1">&#39;flushckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;1&#39;</span><span class="p">],</span> <span class="s1">&#39;fromSearchBtn&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;2&#39;</span><span class="p">],</span> <span class="s1">&#39;keyword&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;产品经理&#39;</span><span class="p">],</span> <span class="s1">&#39;compTag&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;182&#39;</span><span class="p">],</span> <span class="s1">&#39;ckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;58d828c357a8cb19&#39;</span><span class="p">],</span> <span class="s1">&#39;siTag&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;</span><span class="p">],</span> <span class="s1">&#39;d_sfrom&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;search_unknown&#39;</span><span class="p">],</span> <span class="s1">&#39;d_ckId&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;6aa779111c1b4ca77cff3648d9dee049&#39;</span><span class="p">],</span> <span class="s1">&#39;d_curPage&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;0&#39;</span><span class="p">],</span> <span class="s1">&#39;d_pageSize&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;40&#39;</span><span class="p">],</span> <span class="s1">&#39;d_headId&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;6aa779111c1b4ca77cff3648d9dee049&#39;</span><span class="p">]},</span> <span class="s1">&#39;制造业500强&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;init&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;-1&#39;</span><span class="p">],</span> <span class="s1">&#39;headckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;58d828c357a8cb19&#39;</span><span class="p">],</span> <span class="s1">&#39;flushckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;1&#39;</span><span class="p">],</span> <span class="s1">&#39;fromSearchBtn&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;2&#39;</span><span class="p">],</span> <span class="s1">&#39;keyword&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;产品经理&#39;</span><span class="p">],</span> <span class="s1">&#39;compTag&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;186&#39;</span><span class="p">],</span> <span class="s1">&#39;ckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;58d828c357a8cb19&#39;</span><span class="p">],</span> <span class="s1">&#39;siTag&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;</span><span class="p">],</span> <span class="s1">&#39;d_sfrom&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;search_unknown&#39;</span><span class="p">],</span> <span class="s1">&#39;d_ckId&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;6aa779111c1b4ca77cff3648d9dee049&#39;</span><span class="p">],</span> <span class="s1">&#39;d_curPage&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;0&#39;</span><span class="p">],</span> <span class="s1">&#39;d_pageSize&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;40&#39;</span><span class="p">],</span> <span class="s1">&#39;d_headId&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;6aa779111c1b4ca77cff3648d9dee049&#39;</span><span class="p">]},</span> <span class="s1">&#39;AI创新成长50强 &#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;init&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;-1&#39;</span><span class="p">],</span> <span class="s1">&#39;headckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;58d828c357a8cb19&#39;</span><span class="p">],</span> <span class="s1">&#39;flushckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;1&#39;</span><span class="p">],</span> <span class="s1">&#39;fromSearchBtn&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;2&#39;</span><span class="p">],</span> <span class="s1">&#39;keyword&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;产品经理&#39;</span><span class="p">],</span> <span class="s1">&#39;compTag&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;189&#39;</span><span class="p">],</span> <span class="s1">&#39;ckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;58d828c357a8cb19&#39;</span><span class="p">],</span> <span class="s1">&#39;siTag&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;</span><span class="p">],</span> <span class="s1">&#39;d_sfrom&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;search_unknown&#39;</span><span class="p">],</span> <span class="s1">&#39;d_ckId&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;6aa779111c1b4ca77cff3648d9dee049&#39;</span><span class="p">],</span> <span class="s1">&#39;d_curPage&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;0&#39;</span><span class="p">],</span> <span class="s1">&#39;d_pageSize&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;40&#39;</span><span class="p">],</span> <span class="s1">&#39;d_headId&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;6aa779111c1b4ca77cff3648d9dee049&#39;</span><span class="p">]},</span> <span class="s1">&#39;独角兽&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;init&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;-1&#39;</span><span class="p">],</span> <span class="s1">&#39;headckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;58d828c357a8cb19&#39;</span><span class="p">],</span> <span class="s1">&#39;flushckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;1&#39;</span><span class="p">],</span> <span class="s1">&#39;fromSearchBtn&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;2&#39;</span><span class="p">],</span> <span class="s1">&#39;keyword&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;产品经理&#39;</span><span class="p">],</span> <span class="s1">&#39;compTag&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;130&#39;</span><span class="p">],</span> <span class="s1">&#39;ckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;58d828c357a8cb19&#39;</span><span class="p">],</span> <span class="s1">&#39;siTag&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;</span><span class="p">],</span> <span class="s1">&#39;d_sfrom&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;search_unknown&#39;</span><span class="p">],</span> <span class="s1">&#39;d_ckId&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;6aa779111c1b4ca77cff3648d9dee049&#39;</span><span class="p">],</span> <span class="s1">&#39;d_curPage&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;0&#39;</span><span class="p">],</span> <span class="s1">&#39;d_pageSize&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;40&#39;</span><span class="p">],</span> <span class="s1">&#39;d_headId&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;6aa779111c1b4ca77cff3648d9dee049&#39;</span><span class="p">]},</span> <span class="s1">&#39;上市公司&#39;</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;init&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;-1&#39;</span><span class="p">],</span> <span class="s1">&#39;headckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;58d828c357a8cb19&#39;</span><span class="p">],</span> <span class="s1">&#39;flushckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;1&#39;</span><span class="p">],</span> <span class="s1">&#39;fromSearchBtn&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;2&#39;</span><span class="p">],</span> <span class="s1">&#39;keyword&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;产品经理&#39;</span><span class="p">],</span> <span class="s1">&#39;compTag&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;156&#39;</span><span class="p">],</span> <span class="s1">&#39;ckid&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;58d828c357a8cb19&#39;</span><span class="p">],</span> <span class="s1">&#39;siTag&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;</span><span class="p">],</span> <span class="s1">&#39;d_sfrom&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;search_unknown&#39;</span><span class="p">],</span> <span class="s1">&#39;d_ckId&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;6aa779111c1b4ca77cff3648d9dee049&#39;</span><span class="p">],</span> <span class="s1">&#39;d_curPage&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;0&#39;</span><span class="p">],</span> <span class="s1">&#39;d_pageSize&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;40&#39;</span><span class="p">],</span> <span class="s1">&#39;d_headId&#39;</span><span class="p">:</span> <span class="p">[</span><span class="s1">&#39;6aa779111c1b4ca77cff3648d9dee049&#39;</span><span class="p">]}}</span>

<span class="c1"># 上周C-1   多个页面准备测试1 中国500强</span>
<span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/&quot;</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>
<span class="n">payload</span> <span class="o">=</span> <span class="n">参数_compTag_产品经理</span><span class="p">[</span><span class="s1">&#39;中国500强&#39;</span><span class="p">]</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>

<span class="c1"># r.url</span>

<span class="c1"># 上周C-2  简化 A-1   单一页面爬+解析</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>

<span class="k">def</span> <span class="nf">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span><span class="p">):</span>
    <span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>

    <span class="c1"># 先取特定元素, 精准打击其子后辈</span>
    <span class="n">主要元素</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span> <span class="s1">&#39;//ul[@class=&quot;sojob-list&quot;]/li&#39;</span><span class="p">)</span>

    <span class="c1"># 作为xpath字典，键为我要抓的牛肉名称，值为xpath</span>
    <span class="n">dict_xpaths</span><span class="o">=</span><span class="p">{</span> 
        <span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;edu&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]&#39;</span><span class="p">,</span>
            <span class="s1">&#39;经验&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]/following-sibling::span&#39;</span><span class="p">,</span>
            <span class="s1">&#39;薪水&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;text-warning&quot;]&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;时间&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/time/@title&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;职称&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;公司地点&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/a&#39;</span><span class="p">,</span>
            <span class="s1">&#39;公司名称&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">},</span>
        <span class="s1">&#39;text_content&#39;</span><span class="p">:</span> <span class="p">{</span>
        <span class="p">},</span>
        <span class="s1">&#39;href&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;链结&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;公司URL&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">}</span>
    <span class="p">}</span>

    <span class="k">def</span> <span class="nf">get_e_text_content</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">lxml</span><span class="o">.</span><span class="n">text_content</span><span class="p">()</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_text</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span> <span class="k">else</span> <span class="n">x</span><span class="o">.</span><span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)])</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_href</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                   <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span>  \
                   <span class="k">else</span> <span class="s2">&quot;&quot;</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="c1"># 只对主要元素下进行.xpath取值</span>
    <span class="n">数据字典</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>

    <span class="n">数据字典</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text_content</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text_content&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_href</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;href&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>

    <span class="n">数据</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">数据字典</span><span class="p">)</span>
    <span class="c1">#数据.to_excel(&quot;20春_Web数据挖掘_week03_liepin.xlsx&quot;, sheet_name=&quot;搜查结果&quot;)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">数据</span><span class="p">)</span>


<span class="c1"># 上周C-3   多个页面</span>
<span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/&quot;</span>

<span class="n">list_df</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">参数_compTag_产品经理</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="n">payload</span> <span class="o">=</span> <span class="n">v</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">assign</span> <span class="p">(</span><span class="n">热门公司类型</span> <span class="o">=</span> <span class="n">k</span><span class="p">)</span>    
    <span class="n">list_df</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>

<span class="n">df_all</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">list_df</span><span class="p">)</span>
<span class="n">df_all</span>

<span class="c1"># 上周C-4   输出</span>
<span class="n">df_all</span><span class="o">.</span><span class="n">to_excel</span><span class="p">(</span><span class="s2">&quot;数据挖掘_liepin_各热门公司类型.xlsx&quot;</span><span class="p">,</span> <span class="n">sheet_name</span><span class="o">=</span><span class="s2">&quot;搜查结果&quot;</span><span class="p">)</span>

<span class="c1"># 上周C-5 Pandas  基本能力</span>

<span class="nb">print</span> <span class="p">(</span><span class="n">df_all</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">df_all</span><span class="p">[[</span><span class="s1">&#39;edu&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">()</span>

<span class="n">df_all</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;公司名称&#39;</span><span class="p">,</span><span class="s1">&#39;edu&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">agg</span><span class="p">({</span><span class="s2">&quot;职称&quot;</span><span class="p">:</span><span class="s2">&quot;count&quot;</span><span class="p">})</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;职称&#39;</span><span class="p">,</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</pre></div>

    </div>
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<pre>edu         6
经验          5
薪水         73
时间         22
职称        162
公司地点       75
公司名称       62
链结        187
公司URL      62
热门公司类型      6
dtype: int64
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th></th>
      <th>职称</th>
    </tr>
    <tr>
      <th>公司名称</th>
      <th>edu</th>
      <th></th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>阿里巴巴</th>
      <th>学历不限</th>
      <td>33</td>
    </tr>
    <tr>
      <th>石药控股集团有限公司</th>
      <th>大专及以上</th>
      <td>24</td>
    </tr>
    <tr>
      <th>keenon</th>
      <th>大专及以上</th>
      <td>13</td>
    </tr>
    <tr>
      <th>网易集团</th>
      <th>统招本科</th>
      <td>9</td>
    </tr>
    <tr>
      <th>keenon</th>
      <th>本科及以上</th>
      <td>9</td>
    </tr>
    <tr>
      <th>...</th>
      <th>...</th>
      <td>...</td>
    </tr>
    <tr>
      <th>北京金堤科技有限公司</th>
      <th>本科及以上</th>
      <td>1</td>
    </tr>
    <tr>
      <th>信也科技</th>
      <th>统招本科</th>
      <td>1</td>
    </tr>
    <tr>
      <th>深圳市豪鹏科技有限公司</th>
      <th>统招本科</th>
      <td>1</td>
    </tr>
    <tr>
      <th>小米</th>
      <th>大专及以上</th>
      <td>1</td>
    </tr>
    <tr>
      <th>CVTE</th>
      <th>本科及以上</th>
      <td>1</td>
    </tr>
  </tbody>
</table>
<p>86 rows × 1 columns</p>
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<h1 id="&#29454;&#32856;&#32593;&#34892;&#19994;&#25968;&#25454;&#25366;&#25496;">&#29454;&#32856;&#32593;&#34892;&#19994;&#25968;&#25454;&#25366;&#25496;<a class="anchor-link" href="#&#29454;&#32856;&#32593;&#34892;&#19994;&#25968;&#25454;&#25366;&#25496;">&#182;</a></h1>
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<div class="prompt input_prompt">In&nbsp;[6]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">行业数据选择器链结</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[@data-selector=&quot;search-conditions&quot;]&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dt[@class=&quot;search-title&quot;]/following-sibling::dd&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[contains(@class,&quot;sub-industry&quot;)]/a/@href&#39;</span><span class="p">)</span>
               
<span class="n">行业数据选择器链结</span>

<span class="c1"># 但我们需要知道这些选择器链结, 对映到什麽数据</span>
<span class="n">行业数据选择器链结</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[@data-selector=&quot;search-conditions&quot;]&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dt[@class=&quot;search-title&quot;]/following-sibling::dd&#39;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[contains(@class,&quot;sub-industry&quot;)]/a&#39;</span><span class="p">)</span>
<span class="n">行业数据选择器链结</span>

<span class="c1">#[ x.xpath(&quot;a/@href&quot;)[0] for x in 行业数据选择器链结]</span>
<span class="c1">#[ x.xpath(&quot;a/text()&quot;)[0] for x in 行业数据选择器链结]</span>
<span class="n">行业数据选择器链结</span> <span class="o">=</span> <span class="p">{</span> <span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s2">&quot;a/text()&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]:</span><span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s2">&quot;a/@href&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">行业数据选择器链结</span><span class="p">}</span>
<span class="n">行业数据选择器链结</span>
</pre></div>

    </div>
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    <div class="prompt output_prompt">Out[6]:</div>




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<pre>{&#39;互联网/电商&#39;: &#39;/zhaopin/?init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_01&amp;industries=040&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;,
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 &#39;中介服务&#39;: &#39;/zhaopin/?init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_07&amp;industries=110&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;,
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 &#39;餐饮/酒旅/服务&#39;: &#39;/zhaopin/?init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_07&amp;industries=230&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;,
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 &#39;交通/物流/运输&#39;: &#39;/zhaopin/?init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_09&amp;industries=250&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;,
 &#39;贸易/进出口&#39;: &#39;/zhaopin/?init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_09&amp;industries=160&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;,
 &#39;航空/航天&#39;: &#39;/zhaopin/?init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_09&amp;industries=480&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;,
 &#39;政务/公共服务&#39;: &#39;/zhaopin/?init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_12&amp;industries=390&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;,
 &#39;农林牧渔&#39;: &#39;/zhaopin/?init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_12&amp;industries=410&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;,
 &#39;其他行业&#39;: &#39;/zhaopin/?init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_12&amp;industries=400&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;}</pre>
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<div class="prompt input_prompt">In&nbsp;[7]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 使用 urllib.parse 解析</span>
<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="kn">import</span> <span class="n">urlparse</span><span class="p">,</span> <span class="n">parse_qs</span>
<span class="p">[</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
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    <div class="prompt output_prompt">Out[7]:</div>




<div class="output_text output_subarea output_execute_result">
<pre>[ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_01&amp;industries=040&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_01&amp;industries=420&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_01&amp;industries=010&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_01&amp;industries=030&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_02&amp;industries=050&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_02&amp;industries=060&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_02&amp;industries=020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_03&amp;industries=080&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_03&amp;industries=100&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_03&amp;industries=090&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_04&amp;industries=130&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_04&amp;industries=140&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_04&amp;industries=150&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_04&amp;industries=430&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_04&amp;industries=500&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_05&amp;industries=190&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_05&amp;industries=240&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_05&amp;industries=200&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_05&amp;industries=210&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_05&amp;industries=220&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_05&amp;industries=460&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_05&amp;industries=470&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_06&amp;industries=350&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_06&amp;industries=360&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_06&amp;industries=180&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_06&amp;industries=370&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_06&amp;industries=340&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_10&amp;industries=270&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_10&amp;industries=280&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_10&amp;industries=290&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_11&amp;industries=330&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_11&amp;industries=310&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_11&amp;industries=320&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_11&amp;industries=300&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_11&amp;industries=490&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_07&amp;industries=120&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_07&amp;industries=110&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_07&amp;industries=440&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_07&amp;industries=450&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_07&amp;industries=230&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_07&amp;industries=260&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_07&amp;industries=510&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_08&amp;industries=070&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_08&amp;industries=170&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_08&amp;industries=380&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_09&amp;industries=250&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_09&amp;industries=160&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_09&amp;industries=480&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_12&amp;industries=390&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_12&amp;industries=410&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;fromSearchBtn=2&amp;compTag=155&amp;ckid=c007db90f16f91bf&amp;subIndustry=&amp;industryType=industry_12&amp;industries=400&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=6aa779111c1b4ca77cff3648d9dee049&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=6aa779111c1b4ca77cff3648d9dee049&#39;, fragment=&#39;&#39;)]</pre>
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</div>
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</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[8]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 使用 pd.DataFrame进行 unuinque()相异值计量比对 </span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 51 entries, 0 to 50
Data columns (total 6 columns):
 #   Column    Non-Null Count  Dtype 
---  ------    --------------  ----- 
 0   scheme    51 non-null     object
 1   netloc    51 non-null     object
 2   path      51 non-null     object
 3   params    51 non-null     object
 4   query     51 non-null     object
 5   fragment  51 non-null     object
dtypes: object(6)
memory usage: 2.5+ KB
scheme       1
netloc       1
path         1
params       1
query       51
fragment     1
dtype: int64
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>scheme</th>
      <th>netloc</th>
      <th>path</th>
      <th>params</th>
      <th>query</th>
      <th>fragment</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=58d828c357a8cb19&amp;flushckid=1&amp;...</td>
      <td></td>
    </tr>
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<h1 id="&#25366;&#25496;&#34892;&#19994;Query&#21442;&#25968;">&#25366;&#25496;&#34892;&#19994;Query&#21442;&#25968;<a class="anchor-link" href="#&#25366;&#25496;&#34892;&#19994;Query&#21442;&#25968;">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 针对query 再解析之 </span>
<span class="c1">#df_qs = pd.DataFrame([ parse_qs(x) for x in df[&#39;query&#39;] ])</span>
<span class="n">df_qs</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([{</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;query&#39;</span><span class="p">]</span> <span class="p">])</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">df_qs</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">df_qs</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
<span class="n">df_qs</span><span class="p">[[</span><span class="s1">&#39;keyword&#39;</span><span class="p">,</span><span class="s1">&#39;industryType&#39;</span><span class="p">,</span><span class="s1">&#39;industries&#39;</span><span class="p">]]</span>
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<pre>init              1
headckid          1
flushckid         1
fromSearchBtn     1
compTag           1
ckid              1
industryType     12
industries       51
keyword           1
siTag             1
d_sfrom           1
d_ckId            1
d_curPage         1
d_pageSize        1
d_headId          1
dtype: int64
</pre>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>keyword</th>
      <th>industryType</th>
      <th>industries</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>产品经理</td>
      <td>industry_01</td>
      <td>040</td>
    </tr>
    <tr>
      <th>1</th>
      <td>产品经理</td>
      <td>industry_01</td>
      <td>420</td>
    </tr>
    <tr>
      <th>2</th>
      <td>产品经理</td>
      <td>industry_01</td>
      <td>010</td>
    </tr>
    <tr>
      <th>3</th>
      <td>产品经理</td>
      <td>industry_01</td>
      <td>030</td>
    </tr>
    <tr>
      <th>4</th>
      <td>产品经理</td>
      <td>industry_02</td>
      <td>050</td>
    </tr>
    <tr>
      <th>5</th>
      <td>产品经理</td>
      <td>industry_02</td>
      <td>060</td>
    </tr>
    <tr>
      <th>6</th>
      <td>产品经理</td>
      <td>industry_02</td>
      <td>020</td>
    </tr>
    <tr>
      <th>7</th>
      <td>产品经理</td>
      <td>industry_03</td>
      <td>080</td>
    </tr>
    <tr>
      <th>8</th>
      <td>产品经理</td>
      <td>industry_03</td>
      <td>100</td>
    </tr>
    <tr>
      <th>9</th>
      <td>产品经理</td>
      <td>industry_03</td>
      <td>090</td>
    </tr>
    <tr>
      <th>10</th>
      <td>产品经理</td>
      <td>industry_04</td>
      <td>130</td>
    </tr>
    <tr>
      <th>11</th>
      <td>产品经理</td>
      <td>industry_04</td>
      <td>140</td>
    </tr>
    <tr>
      <th>12</th>
      <td>产品经理</td>
      <td>industry_04</td>
      <td>150</td>
    </tr>
    <tr>
      <th>13</th>
      <td>产品经理</td>
      <td>industry_04</td>
      <td>430</td>
    </tr>
    <tr>
      <th>14</th>
      <td>产品经理</td>
      <td>industry_04</td>
      <td>500</td>
    </tr>
    <tr>
      <th>15</th>
      <td>产品经理</td>
      <td>industry_05</td>
      <td>190</td>
    </tr>
    <tr>
      <th>16</th>
      <td>产品经理</td>
      <td>industry_05</td>
      <td>240</td>
    </tr>
    <tr>
      <th>17</th>
      <td>产品经理</td>
      <td>industry_05</td>
      <td>200</td>
    </tr>
    <tr>
      <th>18</th>
      <td>产品经理</td>
      <td>industry_05</td>
      <td>210</td>
    </tr>
    <tr>
      <th>19</th>
      <td>产品经理</td>
      <td>industry_05</td>
      <td>220</td>
    </tr>
    <tr>
      <th>20</th>
      <td>产品经理</td>
      <td>industry_05</td>
      <td>460</td>
    </tr>
    <tr>
      <th>21</th>
      <td>产品经理</td>
      <td>industry_05</td>
      <td>470</td>
    </tr>
    <tr>
      <th>22</th>
      <td>产品经理</td>
      <td>industry_06</td>
      <td>350</td>
    </tr>
    <tr>
      <th>23</th>
      <td>产品经理</td>
      <td>industry_06</td>
      <td>360</td>
    </tr>
    <tr>
      <th>24</th>
      <td>产品经理</td>
      <td>industry_06</td>
      <td>180</td>
    </tr>
    <tr>
      <th>25</th>
      <td>产品经理</td>
      <td>industry_06</td>
      <td>370</td>
    </tr>
    <tr>
      <th>26</th>
      <td>产品经理</td>
      <td>industry_06</td>
      <td>340</td>
    </tr>
    <tr>
      <th>27</th>
      <td>产品经理</td>
      <td>industry_10</td>
      <td>270</td>
    </tr>
    <tr>
      <th>28</th>
      <td>产品经理</td>
      <td>industry_10</td>
      <td>280</td>
    </tr>
    <tr>
      <th>29</th>
      <td>产品经理</td>
      <td>industry_10</td>
      <td>290</td>
    </tr>
    <tr>
      <th>30</th>
      <td>产品经理</td>
      <td>industry_11</td>
      <td>330</td>
    </tr>
    <tr>
      <th>31</th>
      <td>产品经理</td>
      <td>industry_11</td>
      <td>310</td>
    </tr>
    <tr>
      <th>32</th>
      <td>产品经理</td>
      <td>industry_11</td>
      <td>320</td>
    </tr>
    <tr>
      <th>33</th>
      <td>产品经理</td>
      <td>industry_11</td>
      <td>300</td>
    </tr>
    <tr>
      <th>34</th>
      <td>产品经理</td>
      <td>industry_11</td>
      <td>490</td>
    </tr>
    <tr>
      <th>35</th>
      <td>产品经理</td>
      <td>industry_07</td>
      <td>120</td>
    </tr>
    <tr>
      <th>36</th>
      <td>产品经理</td>
      <td>industry_07</td>
      <td>110</td>
    </tr>
    <tr>
      <th>37</th>
      <td>产品经理</td>
      <td>industry_07</td>
      <td>440</td>
    </tr>
    <tr>
      <th>38</th>
      <td>产品经理</td>
      <td>industry_07</td>
      <td>450</td>
    </tr>
    <tr>
      <th>39</th>
      <td>产品经理</td>
      <td>industry_07</td>
      <td>230</td>
    </tr>
    <tr>
      <th>40</th>
      <td>产品经理</td>
      <td>industry_07</td>
      <td>260</td>
    </tr>
    <tr>
      <th>41</th>
      <td>产品经理</td>
      <td>industry_07</td>
      <td>510</td>
    </tr>
    <tr>
      <th>42</th>
      <td>产品经理</td>
      <td>industry_08</td>
      <td>070</td>
    </tr>
    <tr>
      <th>43</th>
      <td>产品经理</td>
      <td>industry_08</td>
      <td>170</td>
    </tr>
    <tr>
      <th>44</th>
      <td>产品经理</td>
      <td>industry_08</td>
      <td>380</td>
    </tr>
    <tr>
      <th>45</th>
      <td>产品经理</td>
      <td>industry_09</td>
      <td>250</td>
    </tr>
    <tr>
      <th>46</th>
      <td>产品经理</td>
      <td>industry_09</td>
      <td>160</td>
    </tr>
    <tr>
      <th>47</th>
      <td>产品经理</td>
      <td>industry_09</td>
      <td>480</td>
    </tr>
    <tr>
      <th>48</th>
      <td>产品经理</td>
      <td>industry_12</td>
      <td>390</td>
    </tr>
    <tr>
      <th>49</th>
      <td>产品经理</td>
      <td>industry_12</td>
      <td>410</td>
    </tr>
    <tr>
      <th>50</th>
      <td>产品经理</td>
      <td>industry_12</td>
      <td>400</td>
    </tr>
  </tbody>
</table>
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<h1 id="&#21019;&#24314;&#34892;&#19994;&#27169;&#26495;&#23383;&#20856;">&#21019;&#24314;&#34892;&#19994;&#27169;&#26495;&#23383;&#20856;<a class="anchor-link" href="#&#21019;&#24314;&#34892;&#19994;&#27169;&#26495;&#23383;&#20856;">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">列表暫存</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># list()</span>
<span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;query&#39;</span><span class="p">]:</span> 
    <span class="n">字典暫存</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>
    <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">q</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">():</span> <span class="c1"># for 鍵,值 in 字典.items():</span>
        <span class="n">字典暫存</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
    <span class="n">列表暫存</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">字典暫存</span><span class="p">)</span>
<span class="n">列表暫存</span>
<span class="c1"># ----------------------------------------------</span>
<span class="c1"># 比較</span>
<span class="c1"># 列表暫存 = [{k:v[0] for k,v in parse_qs(q).items()} for q in df[&#39;query&#39;] ]</span>
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<pre>[{&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;58d828c357a8cb19&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;compTag&#39;: &#39;155&#39;,
  &#39;ckid&#39;: &#39;c007db90f16f91bf&#39;,
  &#39;industryType&#39;: &#39;industry_01&#39;,
  &#39;industries&#39;: &#39;040&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;58d828c357a8cb19&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;compTag&#39;: &#39;155&#39;,
  &#39;ckid&#39;: &#39;c007db90f16f91bf&#39;,
  &#39;industryType&#39;: &#39;industry_01&#39;,
  &#39;industries&#39;: &#39;420&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;58d828c357a8cb19&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;compTag&#39;: &#39;155&#39;,
  &#39;ckid&#39;: &#39;c007db90f16f91bf&#39;,
  &#39;industryType&#39;: &#39;industry_01&#39;,
  &#39;industries&#39;: &#39;010&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;58d828c357a8cb19&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;compTag&#39;: &#39;155&#39;,
  &#39;ckid&#39;: &#39;c007db90f16f91bf&#39;,
  &#39;industryType&#39;: &#39;industry_01&#39;,
  &#39;industries&#39;: &#39;030&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;58d828c357a8cb19&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;compTag&#39;: &#39;155&#39;,
  &#39;ckid&#39;: &#39;c007db90f16f91bf&#39;,
  &#39;industryType&#39;: &#39;industry_02&#39;,
  &#39;industries&#39;: &#39;050&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;58d828c357a8cb19&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
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  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;58d828c357a8cb19&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;compTag&#39;: &#39;155&#39;,
  &#39;ckid&#39;: &#39;c007db90f16f91bf&#39;,
  &#39;industryType&#39;: &#39;industry_09&#39;,
  &#39;industries&#39;: &#39;480&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;58d828c357a8cb19&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;compTag&#39;: &#39;155&#39;,
  &#39;ckid&#39;: &#39;c007db90f16f91bf&#39;,
  &#39;industryType&#39;: &#39;industry_12&#39;,
  &#39;industries&#39;: &#39;390&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;58d828c357a8cb19&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;compTag&#39;: &#39;155&#39;,
  &#39;ckid&#39;: &#39;c007db90f16f91bf&#39;,
  &#39;industryType&#39;: &#39;industry_12&#39;,
  &#39;industries&#39;: &#39;410&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;58d828c357a8cb19&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;compTag&#39;: &#39;155&#39;,
  &#39;ckid&#39;: &#39;c007db90f16f91bf&#39;,
  &#39;industryType&#39;: &#39;industry_12&#39;,
  &#39;industries&#39;: &#39;400&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;6aa779111c1b4ca77cff3648d9dee049&#39;}]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 建构 参数模板 及 字典_compTag</span>
<span class="k">def</span> <span class="nf">parse_url_qs_for_compTag</span> <span class="p">(</span><span class="n">url</span><span class="p">):</span>
    <span class="n">six_parts</span> <span class="o">=</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">url</span><span class="p">)</span> 
    <span class="n">out</span> <span class="o">=</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">six_parts</span><span class="o">.</span><span class="n">query</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">out</span><span class="p">)</span>

<span class="c1"># parse_url_qs_for_compTag(list(行业数据选择器链结.values())[0])[&#39;compTag&#39;]</span>
<span class="n">参数模板</span> <span class="o">=</span> <span class="n">parse_url_qs_for_compTag</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">())[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">参数模板</span><span class="p">)</span>
<span class="c1"># [ parse_url_qs_for_compTag(x)[&#39;compTag&#39;] for x in 行业数据选择器链结.values()]</span>
<span class="p">[</span> <span class="n">parse_url_qs_for_compTag</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="s1">&#39;compTag&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>

<span class="n">字典_compTag</span> <span class="o">=</span> <span class="p">{</span> <span class="n">k</span><span class="p">:</span><span class="n">parse_url_qs_for_compTag</span><span class="p">(</span><span class="n">v</span><span class="p">)[</span><span class="s1">&#39;compTag&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">字典_compTag</span><span class="p">)</span>
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<pre>{&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}
{&#39;互联网/电商&#39;: &#39;155&#39;, &#39;游戏产业&#39;: &#39;155&#39;, &#39;计算机软件&#39;: &#39;155&#39;, &#39;IT服务&#39;: &#39;155&#39;, &#39;电子/芯片/半导体&#39;: &#39;155&#39;, &#39;通信业&#39;: &#39;155&#39;, &#39;计算机/网络设备&#39;: &#39;155&#39;, &#39;房地产/建筑&#39;: &#39;155&#39;, &#39;规划/设计/装潢&#39;: &#39;155&#39;, &#39;房地产服务&#39;: &#39;155&#39;, &#39;银行&#39;: &#39;155&#39;, &#39;保险&#39;: &#39;155&#39;, &#39;基金/证券/投资&#39;: &#39;155&#39;, &#39;会计/审计&#39;: &#39;155&#39;, &#39;信托/担保/拍卖&#39;: &#39;155&#39;, &#39;快消品&#39;: &#39;155&#39;, &#39;批发零售&#39;: &#39;155&#39;, &#39;服装纺织&#39;: &#39;155&#39;, &#39;家具/家电&#39;: &#39;155&#39;, &#39;办公设备&#39;: &#39;155&#39;, &#39;奢侈品/收藏品&#39;: &#39;155&#39;, &#39;珠宝/玩具/工艺品&#39;: &#39;155&#39;, &#39;汽车/摩托车&#39;: &#39;155&#39;, &#39;机械/机电/重工&#39;: &#39;155&#39;, &#39;印刷/包装/造纸&#39;: &#39;155&#39;, &#39;原材料加工&#39;: &#39;155&#39;, &#39;仪器/电气/自动化&#39;: &#39;155&#39;, &#39;制药/生物工程&#39;: &#39;155&#39;, &#39;医疗/保健/美容&#39;: &#39;155&#39;, &#39;医疗器械&#39;: &#39;155&#39;, &#39;能源/水利&#39;: &#39;155&#39;, &#39;石油/化工&#39;: &#39;155&#39;, &#39;采掘/冶炼/矿产&#39;: &#39;155&#39;, &#39;环保&#39;: &#39;155&#39;, &#39;新能源&#39;: &#39;155&#39;, &#39;专业服务&#39;: &#39;155&#39;, &#39;中介服务&#39;: &#39;155&#39;, &#39;外包服务&#39;: &#39;155&#39;, &#39;检测/认证&#39;: &#39;155&#39;, &#39;餐饮/酒旅/服务&#39;: &#39;155&#39;, &#39;文体娱乐&#39;: &#39;155&#39;, &#39;租赁服务&#39;: &#39;155&#39;, &#39;广告/市场/会展&#39;: &#39;155&#39;, &#39;影视文化&#39;: &#39;155&#39;, &#39;教育培训&#39;: &#39;155&#39;, &#39;交通/物流/运输&#39;: &#39;155&#39;, &#39;贸易/进出口&#39;: &#39;155&#39;, &#39;航空/航天&#39;: &#39;155&#39;, &#39;政务/公共服务&#39;: &#39;155&#39;, &#39;农林牧渔&#39;: &#39;155&#39;, &#39;其他行业&#39;: &#39;155&#39;}
</pre>
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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[12]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 建构 参数模板  </span>
<span class="k">def</span> <span class="nf">参数模板生成</span><span class="p">(</span><span class="n">compTag</span> <span class="p">,</span> <span class="n">keyword</span> <span class="p">):</span>
    <span class="n">参数</span> <span class="o">=</span> <span class="n">参数模板</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;compTag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">compTag</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;keyword&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">keyword</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">参数</span><span class="p">)</span>

<span class="n">参数_compTag_产品经理</span> <span class="o">=</span> <span class="p">{</span> <span class="n">k</span><span class="p">:</span><span class="n">参数模板生成</span><span class="p">(</span><span class="n">compTag</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span><span class="p">],</span> <span class="n">keyword</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;产品经理&#39;</span><span class="p">])</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">字典_compTag</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="nb">print</span><span class="p">(</span><span class="n">参数_compTag_产品经理</span><span class="p">)</span>
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<pre>{&#39;互联网/电商&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;游戏产业&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;计算机软件&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;IT服务&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;电子/芯片/半导体&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], 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&#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;农林牧渔&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;其他行业&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}}
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<div class="prompt input_prompt">In&nbsp;[48]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/&quot;</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>
<span class="n">payload</span> <span class="o">=</span> <span class="n">参数_compTag_产品经理</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>
<span class="n">r</span><span class="o">.</span><span class="n">url</span>
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    <div class="prompt output_prompt">Out[48]:</div>




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<pre>&#39;https://www.liepin.com/zhaopin/?%E5%8C%97%E4%BA%AC=init&amp;%E5%8C%97%E4%BA%AC=headckid&amp;%E5%8C%97%E4%BA%AC=flushckid&amp;%E5%8C%97%E4%BA%AC=fromSearchBtn&amp;%E5%8C%97%E4%BA%AC=dqs&amp;%E5%8C%97%E4%BA%AC=keyword&amp;%E5%8C%97%E4%BA%AC=ckid&amp;%E5%8C%97%E4%BA%AC=siTag&amp;%E5%8C%97%E4%BA%AC=d_sfrom&amp;%E5%8C%97%E4%BA%AC=d_ckId&amp;%E5%8C%97%E4%BA%AC=d_curPage&amp;%E5%8C%97%E4%BA%AC=d_pageSize&amp;%E5%8C%97%E4%BA%AC=d_headId&amp;%E5%8C%97%E4%BA%AC=compTag&amp;%E4%B8%8A%E6%B5%B7=init&amp;%E4%B8%8A%E6%B5%B7=headckid&amp;%E4%B8%8A%E6%B5%B7=flushckid&amp;%E4%B8%8A%E6%B5%B7=fromSearchBtn&amp;%E4%B8%8A%E6%B5%B7=dqs&amp;%E4%B8%8A%E6%B5%B7=keyword&amp;%E4%B8%8A%E6%B5%B7=ckid&amp;%E4%B8%8A%E6%B5%B7=siTag&amp;%E4%B8%8A%E6%B5%B7=d_sfrom&amp;%E4%B8%8A%E6%B5%B7=d_ckId&amp;%E4%B8%8A%E6%B5%B7=d_curPage&amp;%E4%B8%8A%E6%B5%B7=d_pageSize&amp;%E4%B8%8A%E6%B5%B7=d_headId&amp;%E4%B8%8A%E6%B5%B7=compTag&amp;%E5%B9%BF%E5%B7%9E=init&amp;%E5%B9%BF%E5%B7%9E=headckid&amp;%E5%B9%BF%E5%B7%9E=flushckid&amp;%E5%B9%BF%E5%B7%9E=fromSearchBtn&amp;%E5%B9%BF%E5%B7%9E=dqs&amp;%E5%B9%BF%E5%B7%9E=keyword&amp;%E5%B9%BF%E5%B7%9E=ckid&amp;%E5%B9%BF%E5%B7%9E=siTag&amp;%E5%B9%BF%E5%B7%9E=d_sfrom&amp;%E5%B9%BF%E5%B7%9E=d_ckId&amp;%E5%B9%BF%E5%B7%9E=d_curPage&amp;%E5%B9%BF%E5%B7%9E=d_pageSize&amp;%E5%B9%BF%E5%B7%9E=d_headId&amp;%E5%B9%BF%E5%B7%9E=compTag&amp;%E6%B7%B1%E5%9C%B3=init&amp;%E6%B7%B1%E5%9C%B3=headckid&amp;%E6%B7%B1%E5%9C%B3=flushckid&amp;%E6%B7%B1%E5%9C%B3=fromSearchBtn&amp;%E6%B7%B1%E5%9C%B3=dqs&amp;%E6%B7%B1%E5%9C%B3=keyword&amp;%E6%B7%B1%E5%9C%B3=ckid&amp;%E6%B7%B1%E5%9C%B3=siTag&amp;%E6%B7%B1%E5%9C%B3=d_sfrom&amp;%E6%B7%B1%E5%9C%B3=d_ckId&amp;%E6%B7%B1%E5%9C%B3=d_curPage&amp;%E6%B7%B1%E5%9C%B3=d_pageSize&amp;%E6%B7%B1%E5%9C%B3=d_headId&amp;%E6%B7%B1%E5%9C%B3=compTag&amp;%E5%A4%A9%E6%B4%A5=init&amp;%E5%A4%A9%E6%B4%A5=headckid&amp;%E5%A4%A9%E6%B4%A5=flushckid&amp;%E5%A4%A9%E6%B4%A5=fromSearchBtn&amp;%E5%A4%A9%E6%B4%A5=dqs&amp;%E5%A4%A9%E6%B4%A5=keyword&amp;%E5%A4%A9%E6%B4%A5=ckid&amp;%E5%A4%A9%E6%B4%A5=siTag&amp;%E5%A4%A9%E6%B4%A5=d_sfrom&amp;%E5%A4%A9%E6%B4%A5=d_ckId&amp;%E5%A4%A9%E6%B4%A5=d_curPage&amp;%E5%A4%A9%E6%B4%A5=d_pageSize&amp;%E5%A4%A9%E6%B4%A5=d_headId&amp;%E5%A4%A9%E6%B4%A5=compTag&amp;%E8%8B%8F%E5%B7%9E=init&amp;%E8%8B%8F%E5%B7%9E=headckid&amp;%E8%8B%8F%E5%B7%9E=flushckid&amp;%E8%8B%8F%E5%B7%9E=fromSearchBtn&amp;%E8%8B%8F%E5%B7%9E=dqs&amp;%E8%8B%8F%E5%B7%9E=keyword&amp;%E8%8B%8F%E5%B7%9E=ckid&amp;%E8%8B%8F%E5%B7%9E=siTag&amp;%E8%8B%8F%E5%B7%9E=d_sfrom&amp;%E8%8B%8F%E5%B7%9E=d_ckId&amp;%E8%8B%8F%E5%B7%9E=d_curPage&amp;%E8%8B%8F%E5%B7%9E=d_pageSize&amp;%E8%8B%8F%E5%B7%9E=d_headId&amp;%E8%8B%8F%E5%B7%9E=compTag&amp;%E9%87%8D%E5%BA%86=init&amp;%E9%87%8D%E5%BA%86=headckid&amp;%E9%87%8D%E5%BA%86=flushckid&amp;%E9%87%8D%E5%BA%86=fromSearchBtn&amp;%E9%87%8D%E5%BA%86=dqs&amp;%E9%87%8D%E5%BA%86=keyword&amp;%E9%87%8D%E5%BA%86=ckid&amp;%E9%87%8D%E5%BA%86=siTag&amp;%E9%87%8D%E5%BA%86=d_sfrom&amp;%E9%87%8D%E5%BA%86=d_ckId&amp;%E9%87%8D%E5%BA%86=d_curPage&amp;%E9%87%8D%E5%BA%86=d_pageSize&amp;%E9%87%8D%E5%BA%86=d_headId&amp;%E9%87%8D%E5%BA%86=compTag&amp;%E5%8D%97%E4%BA%AC=init&amp;%E5%8D%97%E4%BA%AC=headckid&amp;%E5%8D%97%E4%BA%AC=flushckid&amp;%E5%8D%97%E4%BA%AC=fromSearchBtn&amp;%E5%8D%97%E4%BA%AC=dqs&amp;%E5%8D%97%E4%BA%AC=keyword&amp;%E5%8D%97%E4%BA%AC=ckid&amp;%E5%8D%97%E4%BA%AC=siTag&amp;%E5%8D%97%E4%BA%AC=d_sfrom&amp;%E5%8D%97%E4%BA%AC=d_ckId&amp;%E5%8D%97%E4%BA%AC=d_curPage&amp;%E5%8D%97%E4%BA%AC=d_pageSize&amp;%E5%8D%97%E4%BA%AC=d_headId&amp;%E5%8D%97%E4%BA%AC=compTag&amp;%E6%9D%AD%E5%B7%9E=init&amp;%E6%9D%AD%E5%B7%9E=headckid&amp;%E6%9D%AD%E5%B7%9E=flushckid&amp;%E6%9D%AD%E5%B7%9E=fromSearchBtn&amp;%E6%9D%AD%E5%B7%9E=dqs&amp;%E6%9D%AD%E5%B7%9E=keyword&amp;%E6%9D%AD%E5%B7%9E=ckid&amp;%E6%9D%AD%E5%B7%9E=siTag&amp;%E6%9D%AD%E5%B7%9E=d_sfrom&amp;%E6%9D%AD%E5%B7%9E=d_ckId&amp;%E6%9D%AD%E5%B7%9E=d_curPage&amp;%E6%9D%AD%E5%B7%9E=d_pageSize&amp;%E6%9D%AD%E5%B7%9E=d_headId&amp;%E6%9D%AD%E5%B7%9E=compTag&amp;%E5%A4%A7%E8%BF%9E=init&amp;%E5%A4%A7%E8%BF%9E=headckid&amp;%E5%A4%A7%E8%BF%9E=flushckid&amp;%E5%A4%A7%E8%BF%9E=fromSearchBtn&amp;%E5%A4%A7%E8%BF%9E=dqs&amp;%E5%A4%A7%E8%BF%9E=keyword&amp;%E5%A4%A7%E8%BF%9E=ckid&amp;%E5%A4%A7%E8%BF%9E=siTag&amp;%E5%A4%A7%E8%BF%9E=d_sfrom&amp;%E5%A4%A7%E8%BF%9E=d_ckId&amp;%E5%A4%A7%E8%BF%9E=d_curPage&amp;%E5%A4%A7%E8%BF%9E=d_pageSize&amp;%E5%A4%A7%E8%BF%9E=d_headId&amp;%E5%A4%A7%E8%BF%9E=compTag&amp;%E6%88%90%E9%83%BD=init&amp;%E6%88%90%E9%83%BD=headckid&amp;%E6%88%90%E9%83%BD=flushckid&amp;%E6%88%90%E9%83%BD=fromSearchBtn&amp;%E6%88%90%E9%83%BD=dqs&amp;%E6%88%90%E9%83%BD=keyword&amp;%E6%88%90%E9%83%BD=ckid&amp;%E6%88%90%E9%83%BD=siTag&amp;%E6%88%90%E9%83%BD=d_sfrom&amp;%E6%88%90%E9%83%BD=d_ckId&amp;%E6%88%90%E9%83%BD=d_curPage&amp;%E6%88%90%E9%83%BD=d_pageSize&amp;%E6%88%90%E9%83%BD=d_headId&amp;%E6%88%90%E9%83%BD=compTag&amp;%E6%AD%A6%E6%B1%89=init&amp;%E6%AD%A6%E6%B1%89=headckid&amp;%E6%AD%A6%E6%B1%89=flushckid&amp;%E6%AD%A6%E6%B1%89=fromSearchBtn&amp;%E6%AD%A6%E6%B1%89=dqs&amp;%E6%AD%A6%E6%B1%89=keyword&amp;%E6%AD%A6%E6%B1%89=ckid&amp;%E6%AD%A6%E6%B1%89=siTag&amp;%E6%AD%A6%E6%B1%89=d_sfrom&amp;%E6%AD%A6%E6%B1%89=d_ckId&amp;%E6%AD%A6%E6%B1%89=d_curPage&amp;%E6%AD%A6%E6%B1%89=d_pageSize&amp;%E6%AD%A6%E6%B1%89=d_headId&amp;%E6%AD%A6%E6%B1%89=compTag&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 单一页面爬+解析</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>

<span class="k">def</span> <span class="nf">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span><span class="p">):</span>
    <span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>

    <span class="c1"># 先取特定元素, 精准打击其子后辈</span>
    <span class="n">主要元素</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span> <span class="s1">&#39;//ul[@class=&quot;sojob-list&quot;]/li&#39;</span><span class="p">)</span>

    <span class="c1"># 作为xpath字典，键为我要抓的牛肉名称，值为xpath</span>
    <span class="n">dict_xpaths</span><span class="o">=</span><span class="p">{</span> 
        <span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;edu&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]&#39;</span><span class="p">,</span>
            <span class="s1">&#39;经验&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]/following-sibling::span&#39;</span><span class="p">,</span>
            <span class="s1">&#39;薪水&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;text-warning&quot;]&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;时间&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/time/@title&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;职称&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;公司地点&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/a&#39;</span><span class="p">,</span>
            <span class="s1">&#39;公司名称&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">},</span>
        <span class="s1">&#39;text_content&#39;</span><span class="p">:</span> <span class="p">{</span>
        <span class="p">},</span>
        <span class="s1">&#39;href&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;链结&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;公司URL&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">}</span>
    <span class="p">}</span>

    <span class="k">def</span> <span class="nf">get_e_text_content</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">lxml</span><span class="o">.</span><span class="n">text_content</span><span class="p">()</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_text</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span> <span class="k">else</span> <span class="n">x</span><span class="o">.</span><span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)])</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_href</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                   <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span>  \
                   <span class="k">else</span> <span class="s2">&quot;&quot;</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="c1"># 只对主要元素下进行.xpath取值</span>
    <span class="n">数据字典</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>

    <span class="n">数据字典</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text_content</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text_content&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_href</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;href&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>

    <span class="n">数据</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">数据字典</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">数据</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/&quot;</span>

<span class="n">list_df</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">参数_compTag_产品经理</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="n">payload</span> <span class="o">=</span> <span class="n">v</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">assign</span> <span class="p">(</span><span class="n">行业</span> <span class="o">=</span> <span class="n">k</span><span class="p">)</span>    
    <span class="n">list_df</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>

<span class="n">df_all</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">list_df</span><span class="p">)</span>
<span class="n">df_all</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>edu</th>
      <th>经验</th>
      <th>薪水</th>
      <th>时间</th>
      <th>职称</th>
      <th>公司地点</th>
      <th>公司名称</th>
      <th>链结</th>
      <th>公司URL</th>
      <th>行业</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>本科及以上</td>
      <td>3-5年</td>
      <td>15-20k·12薪</td>
      <td>2020年04月26日</td>
      <td>家族信托律师</td>
      <td></td>
      <td>亨瑞集团</td>
      <td>https://www.liepin.com/job/1926039563.shtml</td>
      <td>https://www.liepin.com/company/8438507/</td>
      <td>北京</td>
    </tr>
    <tr>
      <th>1</th>
      <td>统招本科</td>
      <td>1-3年</td>
      <td>10-18k·12薪</td>
      <td>2020年04月25日</td>
      <td>产品经理</td>
      <td>北京</td>
      <td>北京质心教育科技有限公司</td>
      <td>https://www.liepin.com/job/1927649159.shtml</td>
      <td>https://www.liepin.com/company/9370190/</td>
      <td>北京</td>
    </tr>
    <tr>
      <th>2</th>
      <td>统招本科</td>
      <td>5-10年</td>
      <td>13-18k·12薪</td>
      <td>2020年04月24日</td>
      <td>资深编辑</td>
      <td>北京</td>
      <td>北京华樾教育科技有限公司</td>
      <td>https://www.liepin.com/job/1927612705.shtml</td>
      <td>https://www.liepin.com/company/9086036/</td>
      <td>北京</td>
    </tr>
    <tr>
      <th>3</th>
      <td>大专及以上</td>
      <td>5-10年</td>
      <td>20-30k·12薪</td>
      <td>2020年04月24日</td>
      <td>K12渠道拓展总监</td>
      <td>北京</td>
      <td>北京点石经纬科技有限公司</td>
      <td>https://www.liepin.com/job/1926925555.shtml</td>
      <td>https://www.liepin.com/company/8327598/</td>
      <td>北京</td>
    </tr>
    <tr>
      <th>4</th>
      <td>本科及以上</td>
      <td>1-3年</td>
      <td>10-18k·12薪</td>
      <td>2020年04月24日</td>
      <td>产品经理</td>
      <td>北京</td>
      <td>北京质心教育科技有限公司</td>
      <td>https://www.liepin.com/job/1927743375.shtml</td>
      <td>https://www.liepin.com/company/9370190/</td>
      <td>北京</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>35</th>
      <td>大专及以上</td>
      <td>1-3年</td>
      <td>5-15k·13薪</td>
      <td>2020年04月26日</td>
      <td>销售（外勤）</td>
      <td></td>
      <td>因诺微科技(天津)有限公司</td>
      <td>https://www.liepin.com/job/1927266061.shtml</td>
      <td>https://www.liepin.com/company/9122551/</td>
      <td>上海</td>
    </tr>
    <tr>
      <th>36</th>
      <td>学历不限</td>
      <td>经验不限</td>
      <td>5-10k·13薪</td>
      <td>2020年04月26日</td>
      <td>技术支持工程师（外勤）</td>
      <td></td>
      <td>因诺微科技(天津)有限公司</td>
      <td>https://www.liepin.com/job/1927265277.shtml</td>
      <td>https://www.liepin.com/company/9122551/</td>
      <td>上海</td>
    </tr>
    <tr>
      <th>37</th>
      <td>统招本科</td>
      <td>经验不限</td>
      <td>面议</td>
      <td>2020年04月26日</td>
      <td>C++开发工程师</td>
      <td></td>
      <td>因诺微科技(天津)有限公司</td>
      <td>https://www.liepin.com/job/1927263087.shtml</td>
      <td>https://www.liepin.com/company/9122551/</td>
      <td>上海</td>
    </tr>
    <tr>
      <th>38</th>
      <td>统招本科</td>
      <td>5-10年</td>
      <td>8-15k·12薪</td>
      <td>2020年04月26日</td>
      <td>工艺工程师</td>
      <td>北京</td>
      <td>凌云光技术</td>
      <td>https://www.liepin.com/job/1927259059.shtml</td>
      <td>https://www.liepin.com/company/7892331/</td>
      <td>上海</td>
    </tr>
    <tr>
      <th>39</th>
      <td>统招本科</td>
      <td>1-3年</td>
      <td>面议</td>
      <td>2020年04月26日</td>
      <td>等级保护工程师</td>
      <td>北京</td>
      <td>网宿科技</td>
      <td>https://www.liepin.com/job/1927251737.shtml</td>
      <td>https://www.liepin.com/company/1551043/</td>
      <td>上海</td>
    </tr>
  </tbody>
</table>
<p>80 rows × 10 columns</p>
</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 输出</span>
<span class="n">df_all</span><span class="o">.</span><span class="n">to_excel</span><span class="p">(</span><span class="s2">&quot;数据挖掘_liepin_行业.xlsx&quot;</span><span class="p">,</span> <span class="n">sheet_name</span><span class="o">=</span><span class="s2">&quot;搜查结果&quot;</span><span class="p">)</span>
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<h1 id="&#29454;&#32856;&#32593;&#22478;&#24066;&#25968;&#25454;&#25366;&#25496;">&#29454;&#32856;&#32593;&#22478;&#24066;&#25968;&#25454;&#25366;&#25496;<a class="anchor-link" href="#&#29454;&#32856;&#32593;&#22478;&#24066;&#25968;&#25454;&#25366;&#25496;">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">城市数据选择器链结</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[@data-selector=&quot;search-conditions&quot;]&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dt[@class=&quot;search-title&quot;]/following-sibling::dd&#39;</span><span class="p">)[</span><span class="mi">2</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dd[contains(@data-param,&quot;city&quot;)]/a[@class]/@href&#39;</span><span class="p">)</span>
               
<span class="n">城市数据选择器链结</span>

<span class="c1"># 但我们需要知道这些选择器链结, 对映到什麽数据</span>
<span class="n">城市数据选择器链结</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//div[@data-selector=&quot;search-conditions&quot;]&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dt[@class=&quot;search-title&quot;]/following-sibling::dd&#39;</span><span class="p">)[</span><span class="mi">2</span><span class="p">]</span> \
                    <span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//dd[contains(@data-param,&quot;city&quot;)]/a[@class]&#39;</span><span class="p">)</span>
<span class="n">城市数据选择器链结</span>

<span class="c1">#[ x.xpath(&quot;a/@href&quot;)[0] for x in 公司数据选择器链结]</span>
<span class="c1">#[ x.xpath(&quot;a/text()&quot;)[0] for x in 公司数据选择器链结]</span>
<span class="n">城市数据选择器链结</span> <span class="o">=</span> <span class="p">{</span> <span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s2">&quot;a/text()&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]:</span><span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s2">&quot;a/@href&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">城市数据选择器链结</span><span class="p">[</span><span class="mi">1</span><span class="p">:]}</span>
<span class="n">城市数据选择器链结</span>
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<pre>{&#39;北京&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=010&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;,
 &#39;上海&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;,
 &#39;广州&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=050020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;,
 &#39;深圳&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=050090&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;,
 &#39;天津&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=030&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;,
 &#39;苏州&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=060080&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;,
 &#39;重庆&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=040&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;,
 &#39;南京&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=060020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;,
 &#39;杭州&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=070020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;,
 &#39;大连&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=210040&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;,
 &#39;成都&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=280020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;,
 &#39;武汉&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=170020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;}</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="kn">import</span> <span class="n">urlparse</span><span class="p">,</span> <span class="n">parse_qs</span>
<span class="p">[</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">城市数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>
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<pre>[ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=010&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=050020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=050090&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=030&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=060080&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=040&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=060020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=070020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=210040&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=280020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;, fragment=&#39;&#39;),
 ParseResult(scheme=&#39;&#39;, netloc=&#39;&#39;, path=&#39;/zhaopin/&#39;, params=&#39;&#39;, query=&#39;init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=170020&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&#39;, fragment=&#39;&#39;)]</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">城市数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
<span class="n">df</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
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<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
RangeIndex: 12 entries, 0 to 11
Data columns (total 6 columns):
 #   Column    Non-Null Count  Dtype 
---  ------    --------------  ----- 
 0   scheme    12 non-null     object
 1   netloc    12 non-null     object
 2   path      12 non-null     object
 3   params    12 non-null     object
 4   query     12 non-null     object
 5   fragment  12 non-null     object
dtypes: object(6)
memory usage: 704.0+ bytes
scheme       1
netloc       1
path         1
params       1
query       12
fragment     1
dtype: int64
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<div>
<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>scheme</th>
      <th>netloc</th>
      <th>path</th>
      <th>params</th>
      <th>query</th>
      <th>fragment</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;...</td>
      <td></td>
    </tr>
  </tbody>
</table>
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<h1 id="&#25366;&#25496;&#22478;&#24066;Query&#21442;&#25968;">&#25366;&#25496;&#22478;&#24066;Query&#21442;&#25968;<a class="anchor-link" href="#&#25366;&#25496;&#22478;&#24066;Query&#21442;&#25968;">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_qs</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([{</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;query&#39;</span><span class="p">]</span> <span class="p">])</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">df_qs</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">df_qs</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
<span class="n">df_qs</span><span class="p">[[</span><span class="s1">&#39;dqs&#39;</span><span class="p">]]</span>
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<pre>init              1
headckid          1
flushckid         1
fromSearchBtn     1
dqs              12
keyword           1
ckid              1
siTag             1
d_sfrom           1
d_ckId            1
d_curPage         1
d_pageSize        1
d_headId          1
dtype: int64
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>dqs</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>010</td>
    </tr>
    <tr>
      <th>1</th>
      <td>020</td>
    </tr>
    <tr>
      <th>2</th>
      <td>050020</td>
    </tr>
    <tr>
      <th>3</th>
      <td>050090</td>
    </tr>
    <tr>
      <th>4</th>
      <td>030</td>
    </tr>
    <tr>
      <th>5</th>
      <td>060080</td>
    </tr>
    <tr>
      <th>6</th>
      <td>040</td>
    </tr>
    <tr>
      <th>7</th>
      <td>060020</td>
    </tr>
    <tr>
      <th>8</th>
      <td>070020</td>
    </tr>
    <tr>
      <th>9</th>
      <td>210040</td>
    </tr>
    <tr>
      <th>10</th>
      <td>280020</td>
    </tr>
    <tr>
      <th>11</th>
      <td>170020</td>
    </tr>
  </tbody>
</table>
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<h1 id="&#21019;&#24314;&#22478;&#24066;&#27169;&#26495;&#23383;&#20856;">&#21019;&#24314;&#22478;&#24066;&#27169;&#26495;&#23383;&#20856;<a class="anchor-link" href="#&#21019;&#24314;&#22478;&#24066;&#27169;&#26495;&#23383;&#20856;">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">列表暫存</span> <span class="o">=</span> <span class="p">[]</span> <span class="c1"># list()</span>
<span class="k">for</span> <span class="n">q</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;query&#39;</span><span class="p">]:</span> 
    <span class="n">字典暫存</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>
    <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">q</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">():</span> <span class="c1"># for 鍵,值 in 字典.items():</span>
        <span class="n">字典暫存</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]})</span>
    <span class="n">列表暫存</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">字典暫存</span><span class="p">)</span>
<span class="n">列表暫存</span>
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<pre>[{&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;dqs&#39;: &#39;010&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;ckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;dqs&#39;: &#39;020&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;ckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;dqs&#39;: &#39;050020&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;ckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;dqs&#39;: &#39;050090&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;ckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;dqs&#39;: &#39;030&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;ckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;,
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  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;dqs&#39;: &#39;060080&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;ckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;dqs&#39;: &#39;040&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;ckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;dqs&#39;: &#39;060020&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;ckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;dqs&#39;: &#39;070020&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;ckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;dqs&#39;: &#39;210040&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;ckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;dqs&#39;: &#39;280020&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;ckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;,
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  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;},
 {&#39;init&#39;: &#39;-1&#39;,
  &#39;headckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;flushckid&#39;: &#39;1&#39;,
  &#39;fromSearchBtn&#39;: &#39;2&#39;,
  &#39;dqs&#39;: &#39;170020&#39;,
  &#39;keyword&#39;: &#39;产品经理&#39;,
  &#39;ckid&#39;: &#39;dec103dc5035b01f&#39;,
  &#39;siTag&#39;: &#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;,
  &#39;d_sfrom&#39;: &#39;search_unknown&#39;,
  &#39;d_ckId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;,
  &#39;d_curPage&#39;: &#39;0&#39;,
  &#39;d_pageSize&#39;: &#39;40&#39;,
  &#39;d_headId&#39;: &#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;}]</pre>
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<div class="prompt input_prompt">In&nbsp;[39]:</div>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 建构 参数模板 及 字典_compTag</span>
<span class="k">def</span> <span class="nf">parse_url_qs_for_compTag</span> <span class="p">(</span><span class="n">url</span><span class="p">):</span>
    <span class="n">six_parts</span> <span class="o">=</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">url</span><span class="p">)</span> 
    <span class="n">out</span> <span class="o">=</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">six_parts</span><span class="o">.</span><span class="n">query</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">out</span><span class="p">)</span>

<span class="n">参数模板</span> <span class="o">=</span> <span class="n">parse_url_qs_for_compTag</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">城市数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">())[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">参数模板</span><span class="p">)</span>

<span class="p">[</span> <span class="n">parse_url_qs_for_compTag</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="s1">&#39;dqs&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">城市数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>

<span class="n">字典_compTag</span> <span class="o">=</span> <span class="p">{</span> <span class="n">k</span><span class="p">:</span><span class="n">parse_url_qs_for_compTag</span><span class="p">(</span><span class="n">v</span><span class="p">)[</span><span class="s1">&#39;dqs&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">城市数据选择器链结</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">字典_compTag</span><span class="p">)</span>
</pre></div>

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<pre>{&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;]}
{&#39;北京&#39;: &#39;010&#39;, &#39;上海&#39;: &#39;020&#39;, &#39;广州&#39;: &#39;050020&#39;, &#39;深圳&#39;: &#39;050090&#39;, &#39;天津&#39;: &#39;030&#39;, &#39;苏州&#39;: &#39;060080&#39;, &#39;重庆&#39;: &#39;040&#39;, &#39;南京&#39;: &#39;060020&#39;, &#39;杭州&#39;: &#39;070020&#39;, &#39;大连&#39;: &#39;210040&#39;, &#39;成都&#39;: &#39;280020&#39;, &#39;武汉&#39;: &#39;170020&#39;}
</pre>
</div>
</div>

</div>
</div>

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<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In&nbsp;[41]:</div>
<div class="inner_cell">
    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 建构 参数模板  </span>
<span class="k">def</span> <span class="nf">参数模板生成</span><span class="p">(</span><span class="n">compTag</span> <span class="p">,</span> <span class="n">keyword</span> <span class="p">):</span>
    <span class="n">参数</span> <span class="o">=</span> <span class="n">参数模板</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;compTag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">compTag</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;keyword&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">keyword</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">参数</span><span class="p">)</span>

<span class="n">参数_compTag_产品经理</span> <span class="o">=</span> <span class="p">{</span> <span class="n">k</span><span class="p">:</span><span class="n">参数模板生成</span><span class="p">(</span><span class="n">compTag</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span><span class="p">],</span> <span class="n">keyword</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;产品经理&#39;</span><span class="p">])</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">字典_compTag</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="nb">print</span><span class="p">(</span><span class="n">参数_compTag_产品经理</span><span class="p">)</span>
</pre></div>

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<pre>{&#39;北京&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;compTag&#39;: [&#39;010&#39;]}, &#39;上海&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;compTag&#39;: [&#39;020&#39;]}, &#39;广州&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;compTag&#39;: [&#39;050020&#39;]}, &#39;深圳&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;compTag&#39;: [&#39;050090&#39;]}, &#39;天津&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;compTag&#39;: [&#39;030&#39;]}, &#39;苏州&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;compTag&#39;: [&#39;060080&#39;]}, &#39;重庆&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;compTag&#39;: [&#39;040&#39;]}, &#39;南京&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;compTag&#39;: [&#39;060020&#39;]}, &#39;杭州&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;compTag&#39;: [&#39;070020&#39;]}, &#39;大连&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;compTag&#39;: [&#39;210040&#39;]}, &#39;成都&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;compTag&#39;: [&#39;280020&#39;]}, &#39;武汉&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;dqs&#39;: [&#39;010&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;compTag&#39;: [&#39;170020&#39;]}}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/&quot;</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>
<span class="n">payload</span> <span class="o">=</span> <span class="n">参数_compTag_产品经理</span><span class="p">[</span><span class="s1">&#39;广州&#39;</span><span class="p">]</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>
<span class="n">r</span><span class="o">.</span><span class="n">url</span>
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<pre>&#39;https://www.liepin.com/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;flushckid=1&amp;fromSearchBtn=2&amp;dqs=010&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;compTag=050020&#39;</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 简化</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>

<span class="k">def</span> <span class="nf">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span><span class="p">):</span>
    <span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>

    <span class="c1"># 先取特定元素, 精准打击其子后辈</span>
    <span class="n">主要元素</span> <span class="o">=</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span> <span class="s1">&#39;//ul[@class=&quot;sojob-list&quot;]/li&#39;</span><span class="p">)</span>

    <span class="c1"># 作为xpath字典，键为我要抓的牛肉名称，值为xpath</span>
    <span class="n">dict_xpaths</span><span class="o">=</span><span class="p">{</span> 
        <span class="s1">&#39;text&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;edu&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]&#39;</span><span class="p">,</span>
            <span class="s1">&#39;经验&#39;</span><span class="p">:</span>      <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;edu&quot;]/following-sibling::span&#39;</span><span class="p">,</span>
            <span class="s1">&#39;薪水&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/span[@class=&quot;text-warning&quot;]&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;时间&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/time/@title&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;职称&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;公司地点&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/p/a&#39;</span><span class="p">,</span>
            <span class="s1">&#39;公司名称&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">},</span>
        <span class="s1">&#39;text_content&#39;</span><span class="p">:</span> <span class="p">{</span>
        <span class="p">},</span>
        <span class="s1">&#39;href&#39;</span><span class="p">:</span> <span class="p">{</span>
            <span class="s1">&#39;链结&#39;</span><span class="p">:</span>    <span class="s1">&#39;//div[contains(@class,&quot;job-info&quot;)]/h3/a&#39;</span><span class="p">,</span> 
            <span class="s1">&#39;公司URL&#39;</span><span class="p">:</span> <span class="s1">&#39;//div[contains(@class,&quot;sojob-item-main&quot;)]//p[@class=&quot;company-name&quot;]/a&#39;</span><span class="p">,</span> 
        <span class="p">}</span>
    <span class="p">}</span>

    <span class="k">def</span> <span class="nf">get_e_text_content</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">lxml</span><span class="o">.</span><span class="n">text_content</span><span class="p">()</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_text</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">if</span> <span class="nb">type</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="ow">is</span> <span class="nb">str</span> <span class="k">else</span> <span class="n">x</span><span class="o">.</span><span class="n">text</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">)])</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="k">def</span> <span class="nf">get_e_href</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">):</span>
        <span class="c1"># 高级列表推导</span>
        <span class="n">暂存结果</span> <span class="o">=</span> <span class="p">[</span><span class="nb">list</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> \
                   <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">e</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">_xpath_</span><span class="p">,</span> <span class="n">first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span><span class="o">.</span><span class="n">absolute_links</span><span class="p">)</span> <span class="o">&gt;=</span> <span class="mi">1</span>  \
                   <span class="k">else</span> <span class="s2">&quot;&quot;</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">主要元素</span><span class="p">]</span>
        <span class="k">return</span><span class="p">(</span><span class="n">暂存结果</span><span class="p">)</span>

    <span class="c1"># 只对主要元素下进行.xpath取值</span>
    <span class="n">数据字典</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span>

    <span class="n">数据字典</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text_content</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text_content&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_text</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;text&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>
    <span class="n">数据字典</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">k</span><span class="p">:</span><span class="n">get_e_href</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">dict_xpaths</span><span class="p">[</span><span class="s1">&#39;href&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span>

    <span class="n">数据</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">数据字典</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">数据</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/&quot;</span>

<span class="n">list_df</span> <span class="o">=</span> <span class="nb">list</span><span class="p">()</span>
<span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">参数_compTag_产品经理</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
    <span class="n">payload</span> <span class="o">=</span> <span class="n">v</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">requests_liepin</span><span class="p">(</span> <span class="n">url</span><span class="p">,</span> <span class="n">params</span> <span class="o">=</span> <span class="n">payload</span><span class="p">)</span>
    <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">assign</span> <span class="p">(</span><span class="n">城市</span> <span class="o">=</span> <span class="n">k</span><span class="p">)</span>    
    <span class="n">list_df</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>

<span class="n">df_all</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">(</span><span class="n">list_df</span><span class="p">)</span>
<span class="n">df_all</span>
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
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</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>edu</th>
      <th>经验</th>
      <th>薪水</th>
      <th>时间</th>
      <th>职称</th>
      <th>公司地点</th>
      <th>公司名称</th>
      <th>链结</th>
      <th>公司URL</th>
      <th>城市</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>本科及以上</td>
      <td>3-5年</td>
      <td>15-20k·12薪</td>
      <td>2020年04月26日</td>
      <td>家族信托律师</td>
      <td></td>
      <td>亨瑞集团</td>
      <td>https://www.liepin.com/job/1926039563.shtml</td>
      <td>https://www.liepin.com/company/8438507/</td>
      <td>北京</td>
    </tr>
    <tr>
      <th>1</th>
      <td>统招本科</td>
      <td>1-3年</td>
      <td>10-18k·12薪</td>
      <td>2020年04月25日</td>
      <td>产品经理</td>
      <td>北京</td>
      <td>北京质心教育科技有限公司</td>
      <td>https://www.liepin.com/job/1927649159.shtml</td>
      <td>https://www.liepin.com/company/9370190/</td>
      <td>北京</td>
    </tr>
    <tr>
      <th>2</th>
      <td>统招本科</td>
      <td>5-10年</td>
      <td>13-18k·12薪</td>
      <td>2020年04月24日</td>
      <td>资深编辑</td>
      <td>北京</td>
      <td>北京华樾教育科技有限公司</td>
      <td>https://www.liepin.com/job/1927612705.shtml</td>
      <td>https://www.liepin.com/company/9086036/</td>
      <td>北京</td>
    </tr>
    <tr>
      <th>3</th>
      <td>大专及以上</td>
      <td>5-10年</td>
      <td>20-30k·12薪</td>
      <td>2020年04月24日</td>
      <td>K12渠道拓展总监</td>
      <td>北京</td>
      <td>北京点石经纬科技有限公司</td>
      <td>https://www.liepin.com/job/1926925555.shtml</td>
      <td>https://www.liepin.com/company/8327598/</td>
      <td>北京</td>
    </tr>
    <tr>
      <th>4</th>
      <td>本科及以上</td>
      <td>1-3年</td>
      <td>10-18k·12薪</td>
      <td>2020年04月24日</td>
      <td>产品经理</td>
      <td>北京</td>
      <td>北京质心教育科技有限公司</td>
      <td>https://www.liepin.com/job/1927743375.shtml</td>
      <td>https://www.liepin.com/company/9370190/</td>
      <td>北京</td>
    </tr>
    <tr>
      <th>...</th>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
      <td>...</td>
    </tr>
    <tr>
      <th>35</th>
      <td>大专及以上</td>
      <td>1-3年</td>
      <td>5-15k·13薪</td>
      <td>2020年04月26日</td>
      <td>销售（外勤）</td>
      <td></td>
      <td>因诺微科技(天津)有限公司</td>
      <td>https://www.liepin.com/job/1927266061.shtml</td>
      <td>https://www.liepin.com/company/9122551/</td>
      <td>上海</td>
    </tr>
    <tr>
      <th>36</th>
      <td>学历不限</td>
      <td>经验不限</td>
      <td>5-10k·13薪</td>
      <td>2020年04月26日</td>
      <td>技术支持工程师（外勤）</td>
      <td></td>
      <td>因诺微科技(天津)有限公司</td>
      <td>https://www.liepin.com/job/1927265277.shtml</td>
      <td>https://www.liepin.com/company/9122551/</td>
      <td>上海</td>
    </tr>
    <tr>
      <th>37</th>
      <td>统招本科</td>
      <td>经验不限</td>
      <td>面议</td>
      <td>2020年04月26日</td>
      <td>C++开发工程师</td>
      <td></td>
      <td>因诺微科技(天津)有限公司</td>
      <td>https://www.liepin.com/job/1927263087.shtml</td>
      <td>https://www.liepin.com/company/9122551/</td>
      <td>上海</td>
    </tr>
    <tr>
      <th>38</th>
      <td>统招本科</td>
      <td>5-10年</td>
      <td>8-15k·12薪</td>
      <td>2020年04月26日</td>
      <td>工艺工程师</td>
      <td>北京</td>
      <td>凌云光技术</td>
      <td>https://www.liepin.com/job/1927259059.shtml</td>
      <td>https://www.liepin.com/company/7892331/</td>
      <td>上海</td>
    </tr>
    <tr>
      <th>39</th>
      <td>统招本科</td>
      <td>1-3年</td>
      <td>面议</td>
      <td>2020年04月26日</td>
      <td>等级保护工程师</td>
      <td>北京</td>
      <td>网宿科技</td>
      <td>https://www.liepin.com/job/1927251737.shtml</td>
      <td>https://www.liepin.com/company/1551043/</td>
      <td>上海</td>
    </tr>
  </tbody>
</table>
<p>80 rows × 10 columns</p>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_all</span><span class="o">.</span><span class="n">to_excel</span><span class="p">(</span><span class="s2">&quot;数据挖掘_liepin_城市.xlsx&quot;</span><span class="p">,</span> <span class="n">sheet_name</span><span class="o">=</span><span class="s2">&quot;搜查结果&quot;</span><span class="p">)</span>
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<h1 id="&#34892;&#19994;&#25968;&#25454;&#32763;&#39029;">&#34892;&#19994;&#25968;&#25454;&#32763;&#39029;<a class="anchor-link" href="#&#34892;&#19994;&#25968;&#25454;&#32763;&#39029;">&#182;</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">url</span> <span class="o">=</span> <span class="s2">&quot;https://www.liepin.com/zhaopin/?keyword=产品经理&quot;</span>
<span class="n">session</span> <span class="o">=</span> <span class="n">HTMLSession</span><span class="p">()</span>
<span class="n">r</span> <span class="o">=</span> <span class="n">session</span><span class="o">.</span><span class="n">get</span><span class="p">(</span> <span class="n">url</span> <span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">xpath_翻页a</span> <span class="o">=</span> <span class="s1">&#39;//div[@class=&quot;pagerbar&quot;]/a&#39;</span> <span class="c1"># 有disabled, current等href是javascript</span>
<span class="n">xpath_翻页a</span> <span class="o">=</span> <span class="s1">&#39;//div[@class=&quot;pagerbar&quot;]/a[starts-with(@href,&quot;/zhaopin&quot;)]&#39;</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">xpath_翻页a</span><span class="p">))</span> <span class="c1"># 物件</span>

<span class="n">href_列表</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//@href&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">xpath_翻页a</span><span class="p">)]</span>
<span class="c1">#print (href_列表)</span>

<span class="n">文字_列表</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">text</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">xpath_翻页a</span><span class="p">)]</span>
<span class="c1">#print (文字_列表)</span>

<span class="n">href_字典</span> <span class="o">=</span> <span class="p">{</span><span class="n">x</span><span class="o">.</span><span class="n">text</span><span class="p">:</span><span class="n">x</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="s1">&#39;//@href&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>  <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">r</span><span class="o">.</span><span class="n">html</span><span class="o">.</span><span class="n">xpath</span><span class="p">(</span><span class="n">xpath_翻页a</span><span class="p">)}</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">href_字典</span><span class="p">)</span>
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<pre>[&lt;Element &#39;a&#39; href=&#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=1&#39;&gt;, &lt;Element &#39;a&#39; href=&#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=2&#39;&gt;, &lt;Element &#39;a&#39; href=&#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=3&#39;&gt;, &lt;Element &#39;a&#39; href=&#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=4&#39;&gt;, &lt;Element &#39;a&#39; href=&#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=1&#39;&gt;, &lt;Element &#39;a&#39; class=(&#39;last&#39;,) href=&#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=9&#39; title=&#39;末页&#39;&gt;]
{&#39;2&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=1&#39;, &#39;3&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=2&#39;, &#39;4&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=3&#39;, &#39;5&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=4&#39;, &#39;下一页&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=1&#39;, &#39;&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=9&#39;}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 上周B-1 使用 urllib.parse 解析</span>
<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="kn">import</span> <span class="n">urlparse</span><span class="p">,</span> <span class="n">parse_qs</span>


<span class="c1"># 上周B-2 使用 pd.DataFrame进行 unuinque()相异值计量比对 </span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>

<span class="c1"># 上周B-3 针对query 再解析之 </span>
<span class="c1">#df_qs = pd.DataFrame([ parse_qs(x) for x in df[&#39;query&#39;] ])</span>
<span class="n">df_qs</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([{</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;query&#39;</span><span class="p">]</span> <span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>

<span class="c1"># 上周B-4 建构 参数模板 及 字典_compTag</span>
<span class="k">def</span> <span class="nf">parse_url_qs_for_compTag</span> <span class="p">(</span><span class="n">url</span><span class="p">):</span>
    <span class="n">six_parts</span> <span class="o">=</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">url</span><span class="p">)</span> 
    <span class="n">out</span> <span class="o">=</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">six_parts</span><span class="o">.</span><span class="n">query</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">out</span><span class="p">)</span>

<span class="c1"># parse_url_qs_for_compTag(list(行业数据选择器链结.values())[0])[&#39;compTag&#39;]</span>
<span class="n">参数模板</span> <span class="o">=</span> <span class="n">parse_url_qs_for_compTag</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">())[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span><span class="p">(</span><span class="n">参数模板</span><span class="p">)</span>
<span class="c1"># [ parse_url_qs_for_compTag(x)[&#39;compTag&#39;] for x in 行业数据选择器链结.values()]</span>
<span class="p">[</span> <span class="n">parse_url_qs_for_compTag</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="s1">&#39;compTag&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">values</span><span class="p">()]</span>

<span class="n">字典_compTag</span> <span class="o">=</span> <span class="p">{</span> <span class="n">k</span><span class="p">:</span><span class="n">parse_url_qs_for_compTag</span><span class="p">(</span><span class="n">v</span><span class="p">)[</span><span class="s1">&#39;compTag&#39;</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">行业数据选择器链结</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">字典_compTag</span><span class="p">)</span>

<span class="c1"># B-5 建构 参数模板  </span>
<span class="k">def</span> <span class="nf">参数模板生成</span><span class="p">(</span><span class="n">compTag</span> <span class="p">,</span> <span class="n">keyword</span> <span class="p">):</span>
    <span class="n">参数</span> <span class="o">=</span> <span class="n">参数模板</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;compTag&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">compTag</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;keyword&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">keyword</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">参数</span><span class="p">)</span>

<span class="n">参数_compTag_产品经理</span> <span class="o">=</span> <span class="p">{</span> <span class="n">k</span><span class="p">:</span><span class="n">参数模板生成</span><span class="p">(</span><span class="n">compTag</span> <span class="o">=</span> <span class="p">[</span><span class="n">v</span><span class="p">],</span> <span class="n">keyword</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;产品经理&#39;</span><span class="p">])</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">字典_compTag</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
<span class="nb">print</span><span class="p">(</span><span class="n">参数_compTag_产品经理</span><span class="p">)</span>
</pre></div>

    </div>
</div>
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<pre>scheme       1
netloc       1
path         1
params       1
query       51
fragment     1
dtype: int64
scheme       1
netloc       1
path         1
params       1
query       51
fragment     1
dtype: int64
{&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}
{&#39;互联网/电商&#39;: &#39;155&#39;, &#39;游戏产业&#39;: &#39;155&#39;, &#39;计算机软件&#39;: &#39;155&#39;, &#39;IT服务&#39;: &#39;155&#39;, &#39;电子/芯片/半导体&#39;: &#39;155&#39;, &#39;通信业&#39;: &#39;155&#39;, &#39;计算机/网络设备&#39;: &#39;155&#39;, &#39;房地产/建筑&#39;: &#39;155&#39;, &#39;规划/设计/装潢&#39;: &#39;155&#39;, &#39;房地产服务&#39;: &#39;155&#39;, &#39;银行&#39;: &#39;155&#39;, &#39;保险&#39;: &#39;155&#39;, &#39;基金/证券/投资&#39;: &#39;155&#39;, &#39;会计/审计&#39;: &#39;155&#39;, &#39;信托/担保/拍卖&#39;: &#39;155&#39;, &#39;快消品&#39;: &#39;155&#39;, &#39;批发零售&#39;: &#39;155&#39;, &#39;服装纺织&#39;: &#39;155&#39;, &#39;家具/家电&#39;: &#39;155&#39;, &#39;办公设备&#39;: &#39;155&#39;, &#39;奢侈品/收藏品&#39;: &#39;155&#39;, &#39;珠宝/玩具/工艺品&#39;: &#39;155&#39;, &#39;汽车/摩托车&#39;: &#39;155&#39;, &#39;机械/机电/重工&#39;: &#39;155&#39;, &#39;印刷/包装/造纸&#39;: &#39;155&#39;, &#39;原材料加工&#39;: &#39;155&#39;, &#39;仪器/电气/自动化&#39;: &#39;155&#39;, &#39;制药/生物工程&#39;: &#39;155&#39;, &#39;医疗/保健/美容&#39;: &#39;155&#39;, &#39;医疗器械&#39;: &#39;155&#39;, &#39;能源/水利&#39;: &#39;155&#39;, &#39;石油/化工&#39;: &#39;155&#39;, &#39;采掘/冶炼/矿产&#39;: &#39;155&#39;, &#39;环保&#39;: &#39;155&#39;, &#39;新能源&#39;: &#39;155&#39;, &#39;专业服务&#39;: &#39;155&#39;, &#39;中介服务&#39;: &#39;155&#39;, &#39;外包服务&#39;: &#39;155&#39;, &#39;检测/认证&#39;: &#39;155&#39;, &#39;餐饮/酒旅/服务&#39;: &#39;155&#39;, &#39;文体娱乐&#39;: &#39;155&#39;, &#39;租赁服务&#39;: &#39;155&#39;, &#39;广告/市场/会展&#39;: &#39;155&#39;, &#39;影视文化&#39;: &#39;155&#39;, &#39;教育培训&#39;: &#39;155&#39;, &#39;交通/物流/运输&#39;: &#39;155&#39;, &#39;贸易/进出口&#39;: &#39;155&#39;, &#39;航空/航天&#39;: &#39;155&#39;, &#39;政务/公共服务&#39;: &#39;155&#39;, &#39;农林牧渔&#39;: &#39;155&#39;, &#39;其他行业&#39;: &#39;155&#39;}
{&#39;互联网/电商&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;游戏产业&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;计算机软件&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;IT服务&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;电子/芯片/半导体&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;通信业&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;计算机/网络设备&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: 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&#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;教育培训&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;交通/物流/运输&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;贸易/进出口&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;航空/航天&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;政务/公共服务&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;农林牧渔&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}, &#39;其他行业&#39;: {&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;58d828c357a8cb19&#39;], &#39;flushckid&#39;: [&#39;1&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;compTag&#39;: [&#39;155&#39;], &#39;ckid&#39;: [&#39;c007db90f16f91bf&#39;], &#39;industryType&#39;: [&#39;industry_01&#39;], &#39;industries&#39;: [&#39;040&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;6aa779111c1b4ca77cff3648d9dee049&#39;]}}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 建构参数模板：找到关键参数及参数结构</span>

<span class="c1"># 需要模组库</span>
<span class="kn">from</span> <span class="nn">urllib.parse</span> <span class="kn">import</span> <span class="n">urlparse</span><span class="p">,</span> <span class="n">parse_qs</span>
<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
<span class="kn">from</span> <span class="nn">IPython.display</span> <span class="kn">import</span> <span class="n">display</span><span class="p">,</span> <span class="n">HTML</span>

<span class="c1"># 总体目标：输入 href_列表, 建构出参数字典</span>

<span class="c1"># urlparse 解析后丢入数据框</span>
<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">href_列表</span><span class="p">])</span>
<span class="n">df_qs</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([{</span><span class="n">k</span><span class="p">:</span><span class="n">v</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">df</span><span class="p">[</span><span class="s1">&#39;query&#39;</span><span class="p">]</span> <span class="p">])</span>

<span class="n">display</span><span class="p">(</span><span class="n">df</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>
<span class="n">display</span><span class="p">(</span><span class="n">df_qs</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df_qs</span><span class="o">.</span><span class="n">nunique</span><span class="p">())</span>

<span class="n">df_qs</span><span class="o">.</span><span class="n">curPage</span>
<span class="n">df_qs</span> <span class="o">=</span> <span class="n">df_qs</span><span class="o">.</span><span class="n">assign</span> <span class="p">(</span><span class="n">curPage_int</span><span class="o">=</span><span class="n">df_qs</span><span class="o">.</span><span class="n">curPage</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">))</span> <span class="c1"># 变成整数</span>
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<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>scheme</th>
      <th>netloc</th>
      <th>path</th>
      <th>params</th>
      <th>query</th>
      <th>fragment</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBt...</td>
      <td></td>
    </tr>
    <tr>
      <th>1</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBt...</td>
      <td></td>
    </tr>
    <tr>
      <th>2</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBt...</td>
      <td></td>
    </tr>
    <tr>
      <th>3</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBt...</td>
      <td></td>
    </tr>
    <tr>
      <th>4</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBt...</td>
      <td></td>
    </tr>
    <tr>
      <th>5</th>
      <td></td>
      <td></td>
      <td>/zhaopin/</td>
      <td></td>
      <td>init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBt...</td>
      <td></td>
    </tr>
  </tbody>
</table>
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<pre>scheme      1
netloc      1
path        1
params      1
query       5
fragment    1
dtype: int64
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<style scoped>
    .dataframe tbody tr th:only-of-type {
        vertical-align: middle;
    }

    .dataframe tbody tr th {
        vertical-align: top;
    }

    .dataframe thead th {
        text-align: right;
    }
</style>
<table border="1" class="dataframe">
  <thead>
    <tr style="text-align: right;">
      <th></th>
      <th>init</th>
      <th>headckid</th>
      <th>fromSearchBtn</th>
      <th>keyword</th>
      <th>ckid</th>
      <th>siTag</th>
      <th>d_sfrom</th>
      <th>d_ckId</th>
      <th>d_curPage</th>
      <th>d_pageSize</th>
      <th>d_headId</th>
      <th>curPage</th>
    </tr>
  </thead>
  <tbody>
    <tr>
      <th>0</th>
      <td>-1</td>
      <td>dec103dc5035b01f</td>
      <td>2</td>
      <td>产品经理</td>
      <td>dec103dc5035b01f°radeFlag=0</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>0fdc91a178a29d385e6aefb9c91cb87a</td>
      <td>0</td>
      <td>40</td>
      <td>0fdc91a178a29d385e6aefb9c91cb87a</td>
      <td>1</td>
    </tr>
    <tr>
      <th>1</th>
      <td>-1</td>
      <td>dec103dc5035b01f</td>
      <td>2</td>
      <td>产品经理</td>
      <td>dec103dc5035b01f°radeFlag=0</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>0fdc91a178a29d385e6aefb9c91cb87a</td>
      <td>0</td>
      <td>40</td>
      <td>0fdc91a178a29d385e6aefb9c91cb87a</td>
      <td>2</td>
    </tr>
    <tr>
      <th>2</th>
      <td>-1</td>
      <td>dec103dc5035b01f</td>
      <td>2</td>
      <td>产品经理</td>
      <td>dec103dc5035b01f°radeFlag=0</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>0fdc91a178a29d385e6aefb9c91cb87a</td>
      <td>0</td>
      <td>40</td>
      <td>0fdc91a178a29d385e6aefb9c91cb87a</td>
      <td>3</td>
    </tr>
    <tr>
      <th>3</th>
      <td>-1</td>
      <td>dec103dc5035b01f</td>
      <td>2</td>
      <td>产品经理</td>
      <td>dec103dc5035b01f°radeFlag=0</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>0fdc91a178a29d385e6aefb9c91cb87a</td>
      <td>0</td>
      <td>40</td>
      <td>0fdc91a178a29d385e6aefb9c91cb87a</td>
      <td>4</td>
    </tr>
    <tr>
      <th>4</th>
      <td>-1</td>
      <td>dec103dc5035b01f</td>
      <td>2</td>
      <td>产品经理</td>
      <td>dec103dc5035b01f°radeFlag=0</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>0fdc91a178a29d385e6aefb9c91cb87a</td>
      <td>0</td>
      <td>40</td>
      <td>0fdc91a178a29d385e6aefb9c91cb87a</td>
      <td>1</td>
    </tr>
    <tr>
      <th>5</th>
      <td>-1</td>
      <td>dec103dc5035b01f</td>
      <td>2</td>
      <td>产品经理</td>
      <td>dec103dc5035b01f°radeFlag=0</td>
      <td>1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw</td>
      <td>search_unknown</td>
      <td>0fdc91a178a29d385e6aefb9c91cb87a</td>
      <td>0</td>
      <td>40</td>
      <td>0fdc91a178a29d385e6aefb9c91cb87a</td>
      <td>9</td>
    </tr>
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<pre>init             1
headckid         1
fromSearchBtn    1
keyword          1
ckid             1
siTag            1
d_sfrom          1
d_ckId           1
d_curPage        1
d_pageSize       1
d_headId         1
curPage          5
dtype: int64
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 建构参数模板：找到关键参数及参数结构</span>

<span class="k">def</span> <span class="nf">parse_url_qs_for_curPage</span> <span class="p">(</span><span class="n">url</span><span class="p">):</span>
    <span class="n">six_parts</span> <span class="o">=</span> <span class="n">urlparse</span><span class="p">(</span><span class="n">url</span><span class="p">)</span> 
    <span class="n">out</span> <span class="o">=</span> <span class="n">parse_qs</span><span class="p">(</span><span class="n">six_parts</span><span class="o">.</span><span class="n">query</span><span class="p">)</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">out</span><span class="p">)</span>

<span class="c1"># 取一例做模板</span>
<span class="n">参数模板</span> <span class="o">=</span> <span class="n">parse_url_qs_for_curPage</span><span class="p">(</span><span class="n">href_列表</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">参数模板</span><span class="p">)</span>

<span class="nb">print</span> <span class="p">(</span><span class="n">href_字典</span><span class="p">)</span>
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<pre>{&#39;init&#39;: [&#39;-1&#39;], &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;], &#39;fromSearchBtn&#39;: [&#39;2&#39;], &#39;keyword&#39;: [&#39;产品经理&#39;], &#39;ckid&#39;: [&#39;dec103dc5035b01f°radeFlag=0&#39;], &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;], &#39;d_sfrom&#39;: [&#39;search_unknown&#39;], &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;d_curPage&#39;: [&#39;0&#39;], &#39;d_pageSize&#39;: [&#39;40&#39;], &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;], &#39;curPage&#39;: [&#39;1&#39;]}
{&#39;2&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=1&#39;, &#39;3&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=2&#39;, &#39;4&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=3&#39;, &#39;5&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=4&#39;, &#39;下一页&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=1&#39;, &#39;&#39;: &#39;/zhaopin/?init=-1&amp;headckid=dec103dc5035b01f&amp;fromSearchBtn=2&amp;keyword=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&amp;ckid=dec103dc5035b01f°radeFlag=0&amp;siTag=1B2M2Y8AsgTpgAmY7PhCfg%7EfA9rXquZc5IkJpXC-Ycixw&amp;d_sfrom=search_unknown&amp;d_ckId=0fdc91a178a29d385e6aefb9c91cb87a&amp;d_curPage=0&amp;d_pageSize=40&amp;d_headId=0fdc91a178a29d385e6aefb9c91cb87a&amp;curPage=9&#39;}
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 建构参数模板生成器：keyword curPage</span>
<span class="k">def</span> <span class="nf">参数模板生成</span><span class="p">(</span><span class="n">keyword</span><span class="p">,</span> <span class="n">curPage</span><span class="p">):</span>
    <span class="n">参数</span> <span class="o">=</span> <span class="n">参数模板</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;curPage&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">curPage</span>
    <span class="n">参数</span><span class="p">[</span><span class="s1">&#39;keyword&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">keyword</span>
    <span class="k">return</span> <span class="p">(</span><span class="n">参数</span><span class="p">)</span>

<span class="n">参数_keyword_产品经理_curPage</span> <span class="o">=</span> <span class="p">{</span> 
    <span class="n">i</span><span class="p">:</span><span class="n">参数模板生成</span><span class="p">(</span><span class="n">curPage</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> \
                  <span class="n">keyword</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;产品经理&#39;</span><span class="p">])</span> \
    <span class="k">for</span> <span class="n">i</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">href_字典</span><span class="o">.</span><span class="n">items</span><span class="p">()</span>\
    <span class="p">}</span>

<span class="c1"># print(参数_keyword_产品经理_curPage) # 只生成本页有的额外翻页URL, 并没有推估到&amp;curPage=9,也没有这页</span>

<span class="nb">print</span> <span class="p">(</span><span class="n">df_qs</span><span class="o">.</span><span class="n">curPage_int</span><span class="o">.</span><span class="n">min</span><span class="p">())</span> <span class="c1"># 最小值只有1</span>
<span class="nb">print</span> <span class="p">(</span><span class="n">df_qs</span><span class="o">.</span><span class="n">curPage_int</span><span class="o">.</span><span class="n">max</span><span class="p">())</span> <span class="c1"># 最大值只有9</span>

<span class="c1"># 应该是 0 (本页)....9(最大值)</span>

<span class="n">参数_keyword_产品经理_curPage</span> <span class="o">=</span> <span class="p">{</span> 
    <span class="n">i</span><span class="p">:</span><span class="n">参数模板生成</span><span class="p">(</span><span class="n">curPage</span> <span class="o">=</span> <span class="p">[</span><span class="n">i</span><span class="p">],</span> \
                  <span class="n">keyword</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;产品经理&#39;</span><span class="p">])</span> \
    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span><span class="n">df_qs</span><span class="o">.</span><span class="n">curPage_int</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>\
    <span class="p">}</span>
<span class="n">参数_keyword_产品经理_curPage</span>
</pre></div>

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<pre>1
9
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<pre>{0: {&#39;init&#39;: [&#39;-1&#39;],
  &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;],
  &#39;fromSearchBtn&#39;: [&#39;2&#39;],
  &#39;keyword&#39;: [&#39;产品经理&#39;],
  &#39;ckid&#39;: [&#39;dec103dc5035b01f°radeFlag=0&#39;],
  &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;],
  &#39;d_sfrom&#39;: [&#39;search_unknown&#39;],
  &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;d_curPage&#39;: [&#39;0&#39;],
  &#39;d_pageSize&#39;: [&#39;40&#39;],
  &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;curPage&#39;: [0]},
 1: {&#39;init&#39;: [&#39;-1&#39;],
  &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;],
  &#39;fromSearchBtn&#39;: [&#39;2&#39;],
  &#39;keyword&#39;: [&#39;产品经理&#39;],
  &#39;ckid&#39;: [&#39;dec103dc5035b01f°radeFlag=0&#39;],
  &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;],
  &#39;d_sfrom&#39;: [&#39;search_unknown&#39;],
  &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;d_curPage&#39;: [&#39;0&#39;],
  &#39;d_pageSize&#39;: [&#39;40&#39;],
  &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;curPage&#39;: [1]},
 2: {&#39;init&#39;: [&#39;-1&#39;],
  &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;],
  &#39;fromSearchBtn&#39;: [&#39;2&#39;],
  &#39;keyword&#39;: [&#39;产品经理&#39;],
  &#39;ckid&#39;: [&#39;dec103dc5035b01f°radeFlag=0&#39;],
  &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;],
  &#39;d_sfrom&#39;: [&#39;search_unknown&#39;],
  &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;d_curPage&#39;: [&#39;0&#39;],
  &#39;d_pageSize&#39;: [&#39;40&#39;],
  &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;curPage&#39;: [2]},
 3: {&#39;init&#39;: [&#39;-1&#39;],
  &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;],
  &#39;fromSearchBtn&#39;: [&#39;2&#39;],
  &#39;keyword&#39;: [&#39;产品经理&#39;],
  &#39;ckid&#39;: [&#39;dec103dc5035b01f°radeFlag=0&#39;],
  &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;],
  &#39;d_sfrom&#39;: [&#39;search_unknown&#39;],
  &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;d_curPage&#39;: [&#39;0&#39;],
  &#39;d_pageSize&#39;: [&#39;40&#39;],
  &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;curPage&#39;: [3]},
 4: {&#39;init&#39;: [&#39;-1&#39;],
  &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;],
  &#39;fromSearchBtn&#39;: [&#39;2&#39;],
  &#39;keyword&#39;: [&#39;产品经理&#39;],
  &#39;ckid&#39;: [&#39;dec103dc5035b01f°radeFlag=0&#39;],
  &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;],
  &#39;d_sfrom&#39;: [&#39;search_unknown&#39;],
  &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;d_curPage&#39;: [&#39;0&#39;],
  &#39;d_pageSize&#39;: [&#39;40&#39;],
  &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;curPage&#39;: [4]},
 5: {&#39;init&#39;: [&#39;-1&#39;],
  &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;],
  &#39;fromSearchBtn&#39;: [&#39;2&#39;],
  &#39;keyword&#39;: [&#39;产品经理&#39;],
  &#39;ckid&#39;: [&#39;dec103dc5035b01f°radeFlag=0&#39;],
  &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;],
  &#39;d_sfrom&#39;: [&#39;search_unknown&#39;],
  &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;d_curPage&#39;: [&#39;0&#39;],
  &#39;d_pageSize&#39;: [&#39;40&#39;],
  &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;curPage&#39;: [5]},
 6: {&#39;init&#39;: [&#39;-1&#39;],
  &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;],
  &#39;fromSearchBtn&#39;: [&#39;2&#39;],
  &#39;keyword&#39;: [&#39;产品经理&#39;],
  &#39;ckid&#39;: [&#39;dec103dc5035b01f°radeFlag=0&#39;],
  &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;],
  &#39;d_sfrom&#39;: [&#39;search_unknown&#39;],
  &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;d_curPage&#39;: [&#39;0&#39;],
  &#39;d_pageSize&#39;: [&#39;40&#39;],
  &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;curPage&#39;: [6]},
 7: {&#39;init&#39;: [&#39;-1&#39;],
  &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;],
  &#39;fromSearchBtn&#39;: [&#39;2&#39;],
  &#39;keyword&#39;: [&#39;产品经理&#39;],
  &#39;ckid&#39;: [&#39;dec103dc5035b01f°radeFlag=0&#39;],
  &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;],
  &#39;d_sfrom&#39;: [&#39;search_unknown&#39;],
  &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;d_curPage&#39;: [&#39;0&#39;],
  &#39;d_pageSize&#39;: [&#39;40&#39;],
  &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;curPage&#39;: [7]},
 8: {&#39;init&#39;: [&#39;-1&#39;],
  &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;],
  &#39;fromSearchBtn&#39;: [&#39;2&#39;],
  &#39;keyword&#39;: [&#39;产品经理&#39;],
  &#39;ckid&#39;: [&#39;dec103dc5035b01f°radeFlag=0&#39;],
  &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;],
  &#39;d_sfrom&#39;: [&#39;search_unknown&#39;],
  &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;d_curPage&#39;: [&#39;0&#39;],
  &#39;d_pageSize&#39;: [&#39;40&#39;],
  &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;curPage&#39;: [8]},
 9: {&#39;init&#39;: [&#39;-1&#39;],
  &#39;headckid&#39;: [&#39;dec103dc5035b01f&#39;],
  &#39;fromSearchBtn&#39;: [&#39;2&#39;],
  &#39;keyword&#39;: [&#39;产品经理&#39;],
  &#39;ckid&#39;: [&#39;dec103dc5035b01f°radeFlag=0&#39;],
  &#39;siTag&#39;: [&#39;1B2M2Y8AsgTpgAmY7PhCfg~fA9rXquZc5IkJpXC-Ycixw&#39;],
  &#39;d_sfrom&#39;: [&#39;search_unknown&#39;],
  &#39;d_ckId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;d_curPage&#39;: [&#39;0&#39;],
  &#39;d_pageSize&#39;: [&#39;40&#39;],
  &#39;d_headId&#39;: [&#39;0fdc91a178a29d385e6aefb9c91cb87a&#39;],
  &#39;curPage&#39;: [9]}}</pre>
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